{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../data/POS_CASH_balance',\n",
       " '../data/bureau',\n",
       " '../data/bureau_balance',\n",
       " '../data/credit_card_balance',\n",
       " '../data/installments_payments',\n",
       " '../data/label',\n",
       " '../data/previous_application',\n",
       " '../data/sub.p',\n",
       " '../data/test',\n",
       " '../data/train']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import gc\n",
    "from multiprocessing import Pool\n",
    "from glob import glob\n",
    "import utils\n",
    "import EDA\n",
    "from IPython.display import display\n",
    "pd.set_option('display.max_columns', 99)\n",
    "pd.set_option('display.max_rows', 200)\n",
    "sorted(glob('../data/*'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:07<00:00,  2.78it/s]\n",
      "100%|██████████| 20/20 [00:08<00:00,  2.47it/s]\n",
      "100%|██████████| 20/20 [00:13<00:00,  1.49it/s]\n",
      "100%|██████████| 20/20 [00:25<00:00,  1.28s/it]\n"
     ]
    }
   ],
   "source": [
    "pos = utils.read_pickles('../data/POS_CASH_balance')\n",
    "cre = utils.read_pickles('../data/credit_card_balance')\n",
    "ins = utils.read_pickles('../data/installments_payments')\n",
    "prev = utils.read_pickles('../data/previous_application')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "col = ['NAME_CONTRACT_TYPE', 'NAME_CONTRACT_STATUS', 'AMT_ANNUITY', 'AMT_APPLICATION', 'AMT_CREDIT', 'CNT_PAYMENT',\n",
    "       'DAYS_DECISION', 'DAYS_FIRST_DRAWING', \n",
    "       'DAYS_FIRST_DUE', 'DAYS_LAST_DUE_1ST_VERSION',  'DAYS_LAST_DUE', 'DAYS_TERMINATION']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>FLAG_LAST_APPL_PER_CONTRACT</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>NAME_CASH_LOAN_PURPOSE</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>NAME_PAYMENT_TYPE</th>\n",
       "      <th>CODE_REJECT_REASON</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_CLIENT_TYPE</th>\n",
       "      <th>NAME_GOODS_CATEGORY</th>\n",
       "      <th>NAME_PORTFOLIO</th>\n",
       "      <th>NAME_PRODUCT_TYPE</th>\n",
       "      <th>CHANNEL_TYPE</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>NAME_SELLER_INDUSTRY</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>NAME_YIELD_GROUP</th>\n",
       "      <th>PRODUCT_COMBINATION</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>days_fdue-m-fdrw</th>\n",
       "      <th>days_ldue1-m-fdrw</th>\n",
       "      <th>days_ldue-m-fdrw</th>\n",
       "      <th>days_trm-m-fdrw</th>\n",
       "      <th>days_ldue1-m-fdue</th>\n",
       "      <th>days_ldue-m-fdue</th>\n",
       "      <th>days_trm-m-fdue</th>\n",
       "      <th>days_ldue-m-ldue1</th>\n",
       "      <th>days_trm-m-ldue1</th>\n",
       "      <th>days_trm-m-ldue</th>\n",
       "      <th>AMT_APPLICATION-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_DOWN_PAYMENT-dby-AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_APPLICATION</th>\n",
       "      <th>remain_year</th>\n",
       "      <th>remain_debt</th>\n",
       "      <th>amt_paid</th>\n",
       "      <th>amt_paid_ratio</th>\n",
       "      <th>completed</th>\n",
       "      <th>active</th>\n",
       "      <th>elapsed_year</th>\n",
       "      <th>AMT_ANNUITY_1y</th>\n",
       "      <th>AMT_ANNUITY_2y</th>\n",
       "      <th>AMT_ANNUITY_3y</th>\n",
       "      <th>AMT_ANNUITY_4y</th>\n",
       "      <th>AMT_ANNUITY_5y</th>\n",
       "      <th>AMT_ANNUITY_6y</th>\n",
       "      <th>AMT_ANNUITY_7y</th>\n",
       "      <th>AMT_ANNUITY_8y</th>\n",
       "      <th>AMT_ANNUITY_9y</th>\n",
       "      <th>AMT_ANNUITY_10y</th>\n",
       "      <th>AMT_ANNUITY_11y</th>\n",
       "      <th>AMT_ANNUITY_12y</th>\n",
       "      <th>AMT_ANNUITY_13y</th>\n",
       "      <th>AMT_ANNUITY_14y</th>\n",
       "      <th>AMT_ANNUITY_15y</th>\n",
       "      <th>AMT_ANNUITY_16y</th>\n",
       "      <th>AMT_ANNUITY_17y</th>\n",
       "      <th>AMT_ANNUITY_18y</th>\n",
       "      <th>AMT_ANNUITY_19y</th>\n",
       "      <th>AMT_ANNUITY_20y</th>\n",
       "      <th>AMT_ANNUITY_21y</th>\n",
       "      <th>AMT_ANNUITY_22y</th>\n",
       "      <th>AMT_ANNUITY_23y</th>\n",
       "      <th>AMT_ANNUITY_24y</th>\n",
       "      <th>AMT_ANNUITY_25y</th>\n",
       "      <th>AMT_ANNUITY_26y</th>\n",
       "      <th>AMT_ANNUITY_27y</th>\n",
       "      <th>AMT_ANNUITY_28y</th>\n",
       "      <th>AMT_ANNUITY_29y</th>\n",
       "      <th>AMT_ANNUITY_30y</th>\n",
       "      <th>AMT_ANNUITY_31y</th>\n",
       "      <th>AMT_ANNUITY_32y</th>\n",
       "      <th>AMT_ANNUITY_33y</th>\n",
       "      <th>AMT_ANNUITY_34y</th>\n",
       "      <th>AMT_ANNUITY_35y</th>\n",
       "      <th>AMT_ANNUITY_36y</th>\n",
       "      <th>AMT_ANNUITY_37y</th>\n",
       "      <th>AMT_ANNUITY_38y</th>\n",
       "      <th>AMT_ANNUITY_39y</th>\n",
       "      <th>AMT_ANNUITY_40y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>61532</th>\n",
       "      <td>1871651</td>\n",
       "      <td>337183</td>\n",
       "      <td>Consumer loans</td>\n",
       "      <td>8130.69</td>\n",
       "      <td>81315.0</td>\n",
       "      <td>73183.5</td>\n",
       "      <td>8131.5</td>\n",
       "      <td>81315.0</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.108909</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>XAP</td>\n",
       "      <td>Approved</td>\n",
       "      <td>-2751</td>\n",
       "      <td>Cash through the bank</td>\n",
       "      <td>XAP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New</td>\n",
       "      <td>Consumer Electronics</td>\n",
       "      <td>POS</td>\n",
       "      <td>XNA</td>\n",
       "      <td>Stone</td>\n",
       "      <td>200</td>\n",
       "      <td>Consumer electronics</td>\n",
       "      <td>10.0</td>\n",
       "      <td>low_normal</td>\n",
       "      <td>POS household without interest</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2719.0</td>\n",
       "      <td>-2449.0</td>\n",
       "      <td>-2449.0</td>\n",
       "      <td>-2423.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>270.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>10.000996</td>\n",
       "      <td>9.000897</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.9</td>\n",
       "      <td>1.551582</td>\n",
       "      <td>12615.428466</td>\n",
       "      <td>60568.071534</td>\n",
       "      <td>0.827619</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8130.69</td>\n",
       "      <td>4484.738466</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SK_ID_PREV  SK_ID_CURR NAME_CONTRACT_TYPE  AMT_ANNUITY  \\\n",
       "61532     1871651      337183     Consumer loans      8130.69   \n",
       "\n",
       "       AMT_APPLICATION  AMT_CREDIT  AMT_DOWN_PAYMENT  AMT_GOODS_PRICE  \\\n",
       "61532          81315.0     73183.5            8131.5          81315.0   \n",
       "\n",
       "      WEEKDAY_APPR_PROCESS_START  HOUR_APPR_PROCESS_START  \\\n",
       "61532                     MONDAY                       10   \n",
       "\n",
       "       FLAG_LAST_APPL_PER_CONTRACT  NFLAG_LAST_APPL_IN_DAY  RATE_DOWN_PAYMENT  \\\n",
       "61532                            1                       1           0.108909   \n",
       "\n",
       "       RATE_INTEREST_PRIMARY  RATE_INTEREST_PRIVILEGED NAME_CASH_LOAN_PURPOSE  \\\n",
       "61532                    NaN                       NaN                    XAP   \n",
       "\n",
       "      NAME_CONTRACT_STATUS  DAYS_DECISION      NAME_PAYMENT_TYPE  \\\n",
       "61532             Approved          -2751  Cash through the bank   \n",
       "\n",
       "      CODE_REJECT_REASON NAME_TYPE_SUITE NAME_CLIENT_TYPE  \\\n",
       "61532                XAP             NaN              New   \n",
       "\n",
       "        NAME_GOODS_CATEGORY NAME_PORTFOLIO NAME_PRODUCT_TYPE CHANNEL_TYPE  \\\n",
       "61532  Consumer Electronics            POS               XNA        Stone   \n",
       "\n",
       "       SELLERPLACE_AREA  NAME_SELLER_INDUSTRY  CNT_PAYMENT NAME_YIELD_GROUP  \\\n",
       "61532               200  Consumer electronics         10.0       low_normal   \n",
       "\n",
       "                  PRODUCT_COMBINATION  DAYS_FIRST_DRAWING  DAYS_FIRST_DUE  \\\n",
       "61532  POS household without interest                 NaN         -2719.0   \n",
       "\n",
       "       DAYS_LAST_DUE_1ST_VERSION  DAYS_LAST_DUE  DAYS_TERMINATION  \\\n",
       "61532                    -2449.0        -2449.0           -2423.0   \n",
       "\n",
       "       NFLAG_INSURED_ON_APPROVAL  days_fdue-m-fdrw  days_ldue1-m-fdrw  \\\n",
       "61532                        0.0               NaN                NaN   \n",
       "\n",
       "       days_ldue-m-fdrw  days_trm-m-fdrw  days_ldue1-m-fdue  days_ldue-m-fdue  \\\n",
       "61532               NaN              NaN              270.0             270.0   \n",
       "\n",
       "       days_trm-m-fdue  days_ldue-m-ldue1  days_trm-m-ldue1  days_trm-m-ldue  \\\n",
       "61532            296.0                0.0              26.0             26.0   \n",
       "\n",
       "       AMT_APPLICATION-dby-AMT_ANNUITY  AMT_CREDIT-dby-AMT_ANNUITY  \\\n",
       "61532                        10.000996                    9.000897   \n",
       "\n",
       "       AMT_DOWN_PAYMENT-dby-AMT_APPLICATION  AMT_CREDIT-dby-AMT_APPLICATION  \\\n",
       "61532                                   0.1                             0.9   \n",
       "\n",
       "       remain_year   remain_debt      amt_paid  amt_paid_ratio  completed  \\\n",
       "61532     1.551582  12615.428466  60568.071534        0.827619          0   \n",
       "\n",
       "       active  elapsed_year  AMT_ANNUITY_1y  AMT_ANNUITY_2y  AMT_ANNUITY_3y  \\\n",
       "61532       1           NaN         8130.69     4484.738466             NaN   \n",
       "\n",
       "       AMT_ANNUITY_4y  AMT_ANNUITY_5y  AMT_ANNUITY_6y  AMT_ANNUITY_7y  \\\n",
       "61532             NaN             NaN             NaN             NaN   \n",
       "\n",
       "       AMT_ANNUITY_8y  AMT_ANNUITY_9y  AMT_ANNUITY_10y  AMT_ANNUITY_11y  \\\n",
       "61532             NaN             NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_12y  AMT_ANNUITY_13y  AMT_ANNUITY_14y  AMT_ANNUITY_15y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_16y  AMT_ANNUITY_17y  AMT_ANNUITY_18y  AMT_ANNUITY_19y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_20y  AMT_ANNUITY_21y  AMT_ANNUITY_22y  AMT_ANNUITY_23y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_24y  AMT_ANNUITY_25y  AMT_ANNUITY_26y  AMT_ANNUITY_27y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_28y  AMT_ANNUITY_29y  AMT_ANNUITY_30y  AMT_ANNUITY_31y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_32y  AMT_ANNUITY_33y  AMT_ANNUITY_34y  AMT_ANNUITY_35y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_36y  AMT_ANNUITY_37y  AMT_ANNUITY_38y  AMT_ANNUITY_39y  \\\n",
       "61532              NaN              NaN              NaN              NaN   \n",
       "\n",
       "       AMT_ANNUITY_40y  \n",
       "61532              NaN  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prev_ = prev.sample(1)\n",
    "pid = prev_.SK_ID_PREV.values[0]\n",
    "prev_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_APPLICATION</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_DOWN_PAYMENT</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>FLAG_LAST_APPL_PER_CONTRACT</th>\n",
       "      <th>NFLAG_LAST_APPL_IN_DAY</th>\n",
       "      <th>RATE_DOWN_PAYMENT</th>\n",
       "      <th>RATE_INTEREST_PRIMARY</th>\n",
       "      <th>RATE_INTEREST_PRIVILEGED</th>\n",
       "      <th>NAME_CASH_LOAN_PURPOSE</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>DAYS_DECISION</th>\n",
       "      <th>NAME_PAYMENT_TYPE</th>\n",
       "      <th>CODE_REJECT_REASON</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_CLIENT_TYPE</th>\n",
       "      <th>NAME_GOODS_CATEGORY</th>\n",
       "      <th>NAME_PORTFOLIO</th>\n",
       "      <th>NAME_PRODUCT_TYPE</th>\n",
       "      <th>CHANNEL_TYPE</th>\n",
       "      <th>SELLERPLACE_AREA</th>\n",
       "      <th>NAME_SELLER_INDUSTRY</th>\n",
       "      <th>CNT_PAYMENT</th>\n",
       "      <th>NAME_YIELD_GROUP</th>\n",
       "      <th>PRODUCT_COMBINATION</th>\n",
       "      <th>DAYS_FIRST_DRAWING</th>\n",
       "      <th>DAYS_FIRST_DUE</th>\n",
       "      <th>DAYS_LAST_DUE_1ST_VERSION</th>\n",
       "      <th>DAYS_LAST_DUE</th>\n",
       "      <th>DAYS_TERMINATION</th>\n",
       "      <th>NFLAG_INSURED_ON_APPROVAL</th>\n",
       "      <th>days_fdue-m-fdrw</th>\n",
       "      <th>days_ldue1-m-fdrw</th>\n",
       "      <th>days_ldue-m-fdrw</th>\n",
       "      <th>days_trm-m-fdrw</th>\n",
       "      <th>days_ldue1-m-fdue</th>\n",
       "      <th>days_ldue-m-fdue</th>\n",
       "      <th>days_trm-m-fdue</th>\n",
       "      <th>days_ldue-m-ldue1</th>\n",
       "      <th>days_trm-m-ldue1</th>\n",
       "      <th>days_trm-m-ldue</th>\n",
       "      <th>total_debt</th>\n",
       "      <th>AMT_CREDIT-dby-total_debt</th>\n",
       "      <th>...</th>\n",
       "      <th>amt_past_payment_24m</th>\n",
       "      <th>amt_past_payment_25m</th>\n",
       "      <th>amt_past_payment_26m</th>\n",
       "      <th>amt_past_payment_27m</th>\n",
       "      <th>amt_past_payment_28m</th>\n",
       "      <th>amt_past_payment_29m</th>\n",
       "      <th>amt_past_payment_30m</th>\n",
       "      <th>amt_past_payment_31m</th>\n",
       "      <th>amt_past_payment_32m</th>\n",
       "      <th>amt_past_payment_33m</th>\n",
       "      <th>amt_past_payment_34m</th>\n",
       "      <th>amt_past_payment_35m</th>\n",
       "      <th>amt_past_payment_36m</th>\n",
       "      <th>amt_past_payment_37m</th>\n",
       "      <th>amt_past_payment_38m</th>\n",
       "      <th>amt_past_payment_39m</th>\n",
       "      <th>amt_past_payment_40m</th>\n",
       "      <th>amt_past_payment_41m</th>\n",
       "      <th>amt_past_payment_42m</th>\n",
       "      <th>amt_past_payment_43m</th>\n",
       "      <th>amt_past_payment_44m</th>\n",
       "      <th>amt_past_payment_45m</th>\n",
       "      <th>amt_past_payment_46m</th>\n",
       "      <th>amt_past_payment_47m</th>\n",
       "      <th>amt_past_payment_48m</th>\n",
       "      <th>amt_past_payment_49m</th>\n",
       "      <th>amt_past_payment_50m</th>\n",
       "      <th>amt_past_payment_51m</th>\n",
       "      <th>amt_past_payment_52m</th>\n",
       "      <th>amt_past_payment_53m</th>\n",
       "      <th>amt_past_payment_54m</th>\n",
       "      <th>amt_past_payment_55m</th>\n",
       "      <th>amt_past_payment_56m</th>\n",
       "      <th>amt_past_payment_57m</th>\n",
       "      <th>amt_past_payment_58m</th>\n",
       "      <th>amt_past_payment_59m</th>\n",
       "      <th>amt_past_payment_60m</th>\n",
       "      <th>amt_past_payment_61m</th>\n",
       "      <th>amt_past_payment_62m</th>\n",
       "      <th>amt_past_payment_63m</th>\n",
       "      <th>amt_past_payment_64m</th>\n",
       "      <th>amt_past_payment_65m</th>\n",
       "      <th>amt_past_payment_66m</th>\n",
       "      <th>amt_past_payment_67m</th>\n",
       "      <th>amt_past_payment_68m</th>\n",
       "      <th>amt_past_payment_69m</th>\n",
       "      <th>amt_past_payment_70m</th>\n",
       "      <th>amt_past_payment_71m</th>\n",
       "      <th>amt_past_payment_72m</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 209 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [SK_ID_PREV, SK_ID_CURR, NAME_CONTRACT_TYPE, AMT_ANNUITY, AMT_APPLICATION, AMT_CREDIT, AMT_DOWN_PAYMENT, AMT_GOODS_PRICE, WEEKDAY_APPR_PROCESS_START, HOUR_APPR_PROCESS_START, FLAG_LAST_APPL_PER_CONTRACT, NFLAG_LAST_APPL_IN_DAY, RATE_DOWN_PAYMENT, RATE_INTEREST_PRIMARY, RATE_INTEREST_PRIVILEGED, NAME_CASH_LOAN_PURPOSE, NAME_CONTRACT_STATUS, DAYS_DECISION, NAME_PAYMENT_TYPE, CODE_REJECT_REASON, NAME_TYPE_SUITE, NAME_CLIENT_TYPE, NAME_GOODS_CATEGORY, NAME_PORTFOLIO, NAME_PRODUCT_TYPE, CHANNEL_TYPE, SELLERPLACE_AREA, NAME_SELLER_INDUSTRY, CNT_PAYMENT, NAME_YIELD_GROUP, PRODUCT_COMBINATION, DAYS_FIRST_DRAWING, DAYS_FIRST_DUE, DAYS_LAST_DUE_1ST_VERSION, DAYS_LAST_DUE, DAYS_TERMINATION, NFLAG_INSURED_ON_APPROVAL, days_fdue-m-fdrw, days_ldue1-m-fdrw, days_ldue-m-fdrw, days_trm-m-fdrw, days_ldue1-m-fdue, days_ldue-m-fdue, days_trm-m-fdue, days_ldue-m-ldue1, days_trm-m-ldue1, days_trm-m-ldue, total_debt, AMT_CREDIT-dby-total_debt, AMT_GOODS_PRICE-dby-total_debt, cnt_paid, cnt_paid_ratio, cnt_unpaid, amt_paid, amt_unpaid, active, completed, amt_future_payment_1m, amt_future_payment_2m, amt_future_payment_3m, amt_future_payment_4m, amt_future_payment_5m, amt_future_payment_6m, amt_future_payment_7m, amt_future_payment_8m, amt_future_payment_9m, amt_future_payment_10m, amt_future_payment_11m, amt_future_payment_12m, amt_future_payment_13m, amt_future_payment_14m, amt_future_payment_15m, amt_future_payment_16m, amt_future_payment_17m, amt_future_payment_18m, amt_future_payment_19m, amt_future_payment_20m, amt_future_payment_21m, amt_future_payment_22m, amt_future_payment_23m, amt_future_payment_24m, amt_future_payment_25m, amt_future_payment_26m, amt_future_payment_27m, amt_future_payment_28m, amt_future_payment_29m, amt_future_payment_30m, amt_future_payment_31m, amt_future_payment_32m, amt_future_payment_33m, amt_future_payment_34m, amt_future_payment_35m, amt_future_payment_36m, amt_future_payment_37m, amt_future_payment_38m, amt_future_payment_39m, amt_future_payment_40m, amt_future_payment_41m, amt_future_payment_42m, amt_future_payment_43m, ...]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 209 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pid = 2509053\n",
    "prev[prev.SK_ID_PREV==pid]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'prev_' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-63568c18b4d2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprev_\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'prev_' is not defined"
     ]
    }
   ],
   "source": [
    "prev_[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
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       "  </thead>\n",
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       "      <td>-49</td>\n",
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       "      <td>2509053</td>\n",
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       "      <td>-55</td>\n",
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       "    <tr>\n",
       "      <th>7653493</th>\n",
       "      <td>2509053</td>\n",
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       "      <td>-56</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>Active</td>\n",
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       "    </tr>\n",
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       "      <td>-57</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653127</th>\n",
       "      <td>2509053</td>\n",
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       "      <td>-58</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-59</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>Active</td>\n",
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       "    </tr>\n",
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       "      <th>9957153</th>\n",
       "      <td>2509053</td>\n",
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       "      <td>-60</td>\n",
       "      <td>10.0</td>\n",
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       "    <tr>\n",
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       "      <td>2509053</td>\n",
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       "      <td>-64</td>\n",
       "      <td>10.0</td>\n",
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       "    <tr>\n",
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       "      <td>-66</td>\n",
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       "      <td>-68</td>\n",
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       "    <tr>\n",
       "      <th>6459053</th>\n",
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       "      <td>-69</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651448</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-70</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>Active</td>\n",
       "      <td>1212</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6455084</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-71</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>Active</td>\n",
       "      <td>1182</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651475</th>\n",
       "      <td>2509053</td>\n",
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       "      <td>-72</td>\n",
       "      <td>10.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>2509053</td>\n",
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       "      <td>-73</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>Active</td>\n",
       "      <td>1121</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6455090</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-74</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>1090</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6455099</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-75</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>1059</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653389</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-76</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653410</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-77</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>998</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653786</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-78</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>968</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652955</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-79</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>937</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652972</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-80</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>908</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652992</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-81</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>877</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7654008</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-82</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6455106</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-83</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>816</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7731568</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-84</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>785</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7731588</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-85</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>755</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651802</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-86</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>724</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652120</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>693</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6458729</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-88</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>663</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653625</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-89</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>632</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653879</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>602</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6458736</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>571</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6458741</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>543</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6458748</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>512</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653687</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>481</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6458755</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653700</th>\n",
       "      <td>2509053</td>\n",
       "      <td>320558</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>420</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         SK_ID_PREV  SK_ID_CURR  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "7647761     2509053      320558             -42            10.0   \n",
       "7649737     2509053      320558             -43            10.0   \n",
       "7647985     2509053      320558             -44            10.0   \n",
       "7650537     2509053      320558             -45            10.0   \n",
       "7646936     2509053      320558             -46            10.0   \n",
       "7648388     2509053      320558             -47            10.0   \n",
       "7650840     2509053      320558             -48            10.0   \n",
       "7648767     2509053      320558             -49            10.0   \n",
       "7651406     2509053      320558             -50            10.0   \n",
       "7651262     2509053      320558             -51            10.0   \n",
       "7652713     2509053      320558             -52            10.0   \n",
       "9956299     2509053      320558             -53            10.0   \n",
       "6454726     2509053      320558             -54            10.0   \n",
       "7651728     2509053      320558             -55            10.0   \n",
       "7653493     2509053      320558             -56            10.0   \n",
       "7653097     2509053      320558             -57            10.0   \n",
       "7653127     2509053      320558             -58            10.0   \n",
       "9957124     2509053      320558             -59            10.0   \n",
       "9957153     2509053      320558             -60            10.0   \n",
       "7650253     2509053      320558             -61            10.0   \n",
       "7653559     2509053      320558             -62            10.0   \n",
       "7653589     2509053      320558             -63            10.0   \n",
       "7653619     2509053      320558             -64            10.0   \n",
       "7651510     2509053      320558             -65            10.0   \n",
       "7651543     2509053      320558             -66            10.0   \n",
       "6458242     2509053      320558             -67            10.0   \n",
       "9955959     2509053      320558             -68            10.0   \n",
       "6459053     2509053      320558             -69            10.0   \n",
       "7651448     2509053      320558             -70            10.0   \n",
       "6455084     2509053      320558             -71            10.0   \n",
       "7651475     2509053      320558             -72            10.0   \n",
       "8086476     2509053      320558             -73            10.0   \n",
       "6455090     2509053      320558             -74            10.0   \n",
       "6455099     2509053      320558             -75            10.0   \n",
       "7653389     2509053      320558             -76            10.0   \n",
       "7653410     2509053      320558             -77            10.0   \n",
       "7653786     2509053      320558             -78            10.0   \n",
       "7652955     2509053      320558             -79            10.0   \n",
       "7652972     2509053      320558             -80            10.0   \n",
       "7652992     2509053      320558             -81            10.0   \n",
       "7654008     2509053      320558             -82            10.0   \n",
       "6455106     2509053      320558             -83            10.0   \n",
       "7731568     2509053      320558             -84            10.0   \n",
       "7731588     2509053      320558             -85            10.0   \n",
       "7651802     2509053      320558             -86            10.0   \n",
       "7652120     2509053      320558             -87            10.0   \n",
       "6458729     2509053      320558             -88            10.0   \n",
       "7653625     2509053      320558             -89            10.0   \n",
       "7653879     2509053      320558             -90            10.0   \n",
       "6458736     2509053      320558             -91            10.0   \n",
       "6458741     2509053      320558             -92            10.0   \n",
       "6458748     2509053      320558             -93            10.0   \n",
       "7653687     2509053      320558             -94            10.0   \n",
       "6458755     2509053      320558             -95            10.0   \n",
       "7653700     2509053      320558             -96            10.0   \n",
       "\n",
       "         CNT_INSTALMENT_FUTURE NAME_CONTRACT_STATUS  SK_DPD  SK_DPD_DEF  \n",
       "7647761                    0.0            Completed       0           0  \n",
       "7649737                    0.0               Active    2032           0  \n",
       "7647985                    0.0               Active    2004           0  \n",
       "7650537                    0.0               Active    1973           0  \n",
       "7646936                    0.0               Active    1942           0  \n",
       "7648388                    0.0               Active    1912           0  \n",
       "7650840                    0.0               Active    1881           0  \n",
       "7648767                    0.0               Active    1851           0  \n",
       "7651406                    0.0               Active    1820           0  \n",
       "7651262                    0.0               Active    1789           0  \n",
       "7652713                    0.0               Active    1759           0  \n",
       "9956299                    0.0               Active    1728           0  \n",
       "6454726                    0.0               Active    1698           0  \n",
       "7651728                    0.0               Active    1667           0  \n",
       "7653493                    0.0               Active    1639           0  \n",
       "7653097                    0.0               Active    1608           0  \n",
       "7653127                    0.0               Active    1577           0  \n",
       "9957124                    0.0               Active    1547           0  \n",
       "9957153                    0.0               Active    1516           0  \n",
       "7650253                    0.0               Active    1486           0  \n",
       "7653559                    0.0               Active    1455           0  \n",
       "7653589                    0.0               Active    1424           0  \n",
       "7653619                    0.0               Active    1394           0  \n",
       "7651510                    0.0               Active    1363           0  \n",
       "7651543                    0.0               Active    1333           0  \n",
       "6458242                    0.0               Active    1302           0  \n",
       "9955959                    0.0               Active    1274           0  \n",
       "6459053                    0.0               Active    1243           0  \n",
       "7651448                    0.0               Active    1212           0  \n",
       "6455084                    0.0               Active    1182           0  \n",
       "7651475                    0.0               Active    1151           0  \n",
       "8086476                    0.0               Active    1121           0  \n",
       "6455090                    0.0               Active    1090           0  \n",
       "6455099                    0.0               Active    1059           0  \n",
       "7653389                    0.0               Active    1029           0  \n",
       "7653410                    0.0               Active     998           0  \n",
       "7653786                    0.0               Active     968           0  \n",
       "7652955                    0.0               Active     937           0  \n",
       "7652972                    0.0               Active     908           0  \n",
       "7652992                    0.0               Active     877           0  \n",
       "7654008                    0.0               Active     846           0  \n",
       "6455106                    0.0               Active     816           0  \n",
       "7731568                    0.0               Active     785           0  \n",
       "7731588                    0.0               Active     755           0  \n",
       "7651802                    0.0               Active     724           0  \n",
       "7652120                    0.0               Active     693           0  \n",
       "6458729                    0.0               Active     663           0  \n",
       "7653625                    0.0               Active     632           0  \n",
       "7653879                    0.0               Active     602           0  \n",
       "6458736                    0.0               Active     571           0  \n",
       "6458741                    0.0               Active     543           0  \n",
       "6458748                    0.0               Active     512           0  \n",
       "7653687                    0.0               Active     481           0  \n",
       "6458755                    0.0               Active     451           0  \n",
       "7653700                    0.0               Active     420           0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos[pos.SK_ID_PREV==pid].sort_values('MONTHS_BALANCE', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "      <th>days_delayed_payment</th>\n",
       "      <th>amt_ratio</th>\n",
       "      <th>amt_delta</th>\n",
       "      <th>days_weighted_delay</th>\n",
       "      <th>days_weighted_delay_tsw3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [SK_ID_PREV, SK_ID_CURR, NUM_INSTALMENT_VERSION, NUM_INSTALMENT_NUMBER, DAYS_INSTALMENT, DAYS_ENTRY_PAYMENT, AMT_INSTALMENT, AMT_PAYMENT, days_delayed_payment, amt_ratio, amt_delta, days_weighted_delay, days_weighted_delay_tsw3]\n",
       "Index: []"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ins[ins.SK_ID_PREV==pid].sort_values('DAYS_INSTALMENT', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pids_only_pos = set(pos.SK_ID_PREV.unique()) - set(prev.SK_ID_PREV.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>MONTHS_BALANCE</th>\n",
       "      <th>CNT_INSTALMENT</th>\n",
       "      <th>CNT_INSTALMENT_FUTURE</th>\n",
       "      <th>NAME_CONTRACT_STATUS</th>\n",
       "      <th>SK_DPD</th>\n",
       "      <th>SK_DPD_DEF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4928574</th>\n",
       "      <td>1851984</td>\n",
       "      <td>100001</td>\n",
       "      <td>-93</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8531326</th>\n",
       "      <td>1851984</td>\n",
       "      <td>100001</td>\n",
       "      <td>-94</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891462</th>\n",
       "      <td>1851984</td>\n",
       "      <td>100001</td>\n",
       "      <td>-95</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261679</th>\n",
       "      <td>1851984</td>\n",
       "      <td>100001</td>\n",
       "      <td>-96</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4824624</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-87</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7226245</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-88</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7394707</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-89</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2164523</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-90</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1410237</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-91</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3401942</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-92</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4411229</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-93</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2513830</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-94</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587713</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-95</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8136349</th>\n",
       "      <td>1359598</td>\n",
       "      <td>100009</td>\n",
       "      <td>-96</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9881054</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-85</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7522401</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-86</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764936</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5791895</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-88</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9598554</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-89</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6723947</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6718980</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419080</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305212</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2685257</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2454040</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2490918</th>\n",
       "      <td>1597345</td>\n",
       "      <td>100016</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4511155</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-86</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3279613</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-87</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4093067</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-88</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3074181</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-89</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2935057</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-90</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3533023</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-91</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4343132</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-92</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434912</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-93</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3324623</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-94</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2165145</th>\n",
       "      <td>1042128</td>\n",
       "      <td>100040</td>\n",
       "      <td>-95</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7814549</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-95</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350863</th>\n",
       "      <td>1042128</td>\n",
       "      <td>100040</td>\n",
       "      <td>-96</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6989050</th>\n",
       "      <td>1845713</td>\n",
       "      <td>100040</td>\n",
       "      <td>-96</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6625639</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2579994</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735649</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2246819</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2345554</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2425653</th>\n",
       "      <td>1817195</td>\n",
       "      <td>100086</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4726079</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-86</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8876740</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-87</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7857874</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-88</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8846486</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-89</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5933259</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-90</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2492758</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-91</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3953609</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-92</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4227956</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-93</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4397125</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-94</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4522218</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-95</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956126</th>\n",
       "      <td>1685712</td>\n",
       "      <td>100092</td>\n",
       "      <td>-96</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4935796</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-90</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2405409</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-91</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3178881</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-92</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919776</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-93</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4066611</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-94</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6961798</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-95</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3124759</th>\n",
       "      <td>2836052</td>\n",
       "      <td>100100</td>\n",
       "      <td>-96</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960347</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-42</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4136079</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-43</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2821355</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-44</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3278646</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-45</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1860184</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-46</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9375563</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-47</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7064203</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-48</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9248621</th>\n",
       "      <td>2663012</td>\n",
       "      <td>100120</td>\n",
       "      <td>-49</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Signed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7064737</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-82</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5927191</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-83</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4885693</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-84</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982517</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-85</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3528471</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-86</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3899433</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4206153</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-88</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4136891</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-89</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4337960</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4345032</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434904</th>\n",
       "      <td>2818288</td>\n",
       "      <td>100120</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7283130</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-52</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7285214</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-53</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7285259</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-54</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9972317</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-55</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7411295</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-56</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7285996</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-57</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9628456</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-58</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7285577</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-59</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9353074</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-60</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7280056</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-61</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9379635</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-62</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9265499</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-63</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7280099</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-64</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9685354</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-65</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9687956</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-66</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9382758</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-67</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7281958</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-68</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7283382</th>\n",
       "      <td>2414829</td>\n",
       "      <td>100122</td>\n",
       "      <td>-69</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7490995</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-80</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>606</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7094469</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-81</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>577</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7487780</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-82</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7490786</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-83</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>515</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7527931</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-84</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>485</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7094597</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-85</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>454</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7487944</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-86</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>424</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7748870</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-87</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>393</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6409513</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-88</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>362</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7780449</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-89</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>332</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6489928</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-90</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>301</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6694955</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-91</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>271</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5595258</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-92</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>240</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2064364</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-93</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>212</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492585</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-94</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912268</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-95</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3997443</th>\n",
       "      <td>1978246</td>\n",
       "      <td>456187</td>\n",
       "      <td>-96</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4721444</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-85</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8318013</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-86</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3419600</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-87</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3953099</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-88</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232721</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-89</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3825485</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-90</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7126115</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-91</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4635976</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-92</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004848</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-93</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3352696</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-94</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8029400</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-95</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9029991</th>\n",
       "      <td>2261173</td>\n",
       "      <td>456188</td>\n",
       "      <td>-96</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6265101</th>\n",
       "      <td>2411352</td>\n",
       "      <td>456195</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6088509</th>\n",
       "      <td>2411352</td>\n",
       "      <td>456195</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2247333</th>\n",
       "      <td>1292596</td>\n",
       "      <td>456197</td>\n",
       "      <td>-94</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2347666</th>\n",
       "      <td>1292596</td>\n",
       "      <td>456197</td>\n",
       "      <td>-95</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3793726</th>\n",
       "      <td>1292596</td>\n",
       "      <td>456197</td>\n",
       "      <td>-96</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6120958</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-87</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122888</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-88</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5348546</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-89</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3780204</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532838</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3405263</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4272607</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428084</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1658072</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5954478</th>\n",
       "      <td>1898501</td>\n",
       "      <td>456199</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6067305</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2988999</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393208</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413260</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4666710</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4729080</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4407358</th>\n",
       "      <td>1660394</td>\n",
       "      <td>456203</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6602236</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5495072</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121039</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3575315</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4347649</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706256</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3404484</th>\n",
       "      <td>2833641</td>\n",
       "      <td>456204</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8736477</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-90</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3870350</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-91</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3247336</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-92</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065227</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-93</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3730269</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-94</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4579054</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-95</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5044813</th>\n",
       "      <td>2266336</td>\n",
       "      <td>456217</td>\n",
       "      <td>-96</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007101</th>\n",
       "      <td>2053101</td>\n",
       "      <td>456220</td>\n",
       "      <td>-93</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731335</th>\n",
       "      <td>2053101</td>\n",
       "      <td>456220</td>\n",
       "      <td>-94</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4729093</th>\n",
       "      <td>2053101</td>\n",
       "      <td>456220</td>\n",
       "      <td>-95</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3875123</th>\n",
       "      <td>2053101</td>\n",
       "      <td>456220</td>\n",
       "      <td>-96</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500496</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-74</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1896549</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-75</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1907529</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-75</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2139043</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-76</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4557487</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-76</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442664</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-77</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2409154</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-77</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2588686</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-78</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3792703</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-78</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3946574</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-79</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089881</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-79</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5189243</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-80</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8033335</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6254046</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-81</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9275786</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-81</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946268</th>\n",
       "      <td>1368705</td>\n",
       "      <td>456223</td>\n",
       "      <td>-82</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762296</th>\n",
       "      <td>1976234</td>\n",
       "      <td>456223</td>\n",
       "      <td>-82</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4862835</th>\n",
       "      <td>1417047</td>\n",
       "      <td>456223</td>\n",
       "      <td>-93</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4402755</th>\n",
       "      <td>1417047</td>\n",
       "      <td>456223</td>\n",
       "      <td>-94</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4294452</th>\n",
       "      <td>1417047</td>\n",
       "      <td>456223</td>\n",
       "      <td>-95</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046475</th>\n",
       "      <td>1417047</td>\n",
       "      <td>456223</td>\n",
       "      <td>-96</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8736506</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-91</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5043091</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-92</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5350059</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-93</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4350213</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-94</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2679809</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-95</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040208</th>\n",
       "      <td>2027671</td>\n",
       "      <td>456230</td>\n",
       "      <td>-96</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9519194</th>\n",
       "      <td>2029307</td>\n",
       "      <td>456253</td>\n",
       "      <td>-93</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Completed</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8328948</th>\n",
       "      <td>2029307</td>\n",
       "      <td>456253</td>\n",
       "      <td>-94</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5783987</th>\n",
       "      <td>2029307</td>\n",
       "      <td>456253</td>\n",
       "      <td>-95</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4727794</th>\n",
       "      <td>2029307</td>\n",
       "      <td>456253</td>\n",
       "      <td>-96</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Active</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>340561 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         SK_ID_PREV  SK_ID_CURR  MONTHS_BALANCE  CNT_INSTALMENT  \\\n",
       "4928574     1851984      100001             -93             4.0   \n",
       "8531326     1851984      100001             -94             4.0   \n",
       "1891462     1851984      100001             -95             4.0   \n",
       "1261679     1851984      100001             -96             4.0   \n",
       "4824624     1359598      100009             -87             5.0   \n",
       "7226245     1359598      100009             -88             5.0   \n",
       "7394707     1359598      100009             -89             5.0   \n",
       "2164523     1359598      100009             -90             5.0   \n",
       "1410237     1359598      100009             -91             5.0   \n",
       "3401942     1359598      100009             -92             5.0   \n",
       "4411229     1359598      100009             -93             5.0   \n",
       "2513830     1359598      100009             -94             5.0   \n",
       "587713      1359598      100009             -95             5.0   \n",
       "8136349     1359598      100009             -96             5.0   \n",
       "9881054     1597345      100016             -85            10.0   \n",
       "7522401     1597345      100016             -86            10.0   \n",
       "1764936     1597345      100016             -87            10.0   \n",
       "5791895     1597345      100016             -88            10.0   \n",
       "9598554     1597345      100016             -89            10.0   \n",
       "6723947     1597345      100016             -90            10.0   \n",
       "6718980     1597345      100016             -91            10.0   \n",
       "1419080     1597345      100016             -92            10.0   \n",
       "1305212     1597345      100016             -93            10.0   \n",
       "2685257     1597345      100016             -94            10.0   \n",
       "2454040     1597345      100016             -95            10.0   \n",
       "2490918     1597345      100016             -96            10.0   \n",
       "4511155     1845713      100040             -86             6.0   \n",
       "3279613     1845713      100040             -87             6.0   \n",
       "4093067     1845713      100040             -88             6.0   \n",
       "3074181     1845713      100040             -89             6.0   \n",
       "2935057     1845713      100040             -90             6.0   \n",
       "3533023     1845713      100040             -91             6.0   \n",
       "4343132     1845713      100040             -92             6.0   \n",
       "2434912     1845713      100040             -93             6.0   \n",
       "3324623     1845713      100040             -94             6.0   \n",
       "2165145     1042128      100040             -95             4.0   \n",
       "7814549     1845713      100040             -95             6.0   \n",
       "4350863     1042128      100040             -96             4.0   \n",
       "6989050     1845713      100040             -96             6.0   \n",
       "6625639     1817195      100086             -91            10.0   \n",
       "2579994     1817195      100086             -92            10.0   \n",
       "735649      1817195      100086             -93            10.0   \n",
       "2246819     1817195      100086             -94            10.0   \n",
       "2345554     1817195      100086             -95            10.0   \n",
       "2425653     1817195      100086             -96            10.0   \n",
       "4726079     1685712      100092             -86            12.0   \n",
       "8876740     1685712      100092             -87            12.0   \n",
       "7857874     1685712      100092             -88            12.0   \n",
       "8846486     1685712      100092             -89            12.0   \n",
       "5933259     1685712      100092             -90            12.0   \n",
       "2492758     1685712      100092             -91            12.0   \n",
       "3953609     1685712      100092             -92            12.0   \n",
       "4227956     1685712      100092             -93            12.0   \n",
       "4397125     1685712      100092             -94            12.0   \n",
       "4522218     1685712      100092             -95            12.0   \n",
       "956126      1685712      100092             -96            12.0   \n",
       "4935796     2836052      100100             -90             6.0   \n",
       "2405409     2836052      100100             -91             6.0   \n",
       "3178881     2836052      100100             -92             6.0   \n",
       "1919776     2836052      100100             -93             6.0   \n",
       "4066611     2836052      100100             -94             6.0   \n",
       "6961798     2836052      100100             -95             6.0   \n",
       "3124759     2836052      100100             -96             6.0   \n",
       "1960347     2663012      100120             -42             6.0   \n",
       "4136079     2663012      100120             -43             6.0   \n",
       "2821355     2663012      100120             -44             6.0   \n",
       "3278646     2663012      100120             -45             6.0   \n",
       "1860184     2663012      100120             -46             6.0   \n",
       "9375563     2663012      100120             -47             6.0   \n",
       "7064203     2663012      100120             -48             6.0   \n",
       "9248621     2663012      100120             -49             6.0   \n",
       "7064737     2818288      100120             -82            10.0   \n",
       "5927191     2818288      100120             -83            10.0   \n",
       "4885693     2818288      100120             -84            10.0   \n",
       "4982517     2818288      100120             -85            10.0   \n",
       "3528471     2818288      100120             -86            10.0   \n",
       "3899433     2818288      100120             -87            10.0   \n",
       "4206153     2818288      100120             -88            10.0   \n",
       "4136891     2818288      100120             -89            10.0   \n",
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       "4345032     2818288      100120             -91            10.0   \n",
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       "7283130     2414829      100122             -52            12.0   \n",
       "7285214     2414829      100122             -53            12.0   \n",
       "7285259     2414829      100122             -54            12.0   \n",
       "9972317     2414829      100122             -55            12.0   \n",
       "7411295     2414829      100122             -56            12.0   \n",
       "7285996     2414829      100122             -57            12.0   \n",
       "9628456     2414829      100122             -58            12.0   \n",
       "7285577     2414829      100122             -59            12.0   \n",
       "9353074     2414829      100122             -60            12.0   \n",
       "7280056     2414829      100122             -61            12.0   \n",
       "9379635     2414829      100122             -62            12.0   \n",
       "9265499     2414829      100122             -63            12.0   \n",
       "7280099     2414829      100122             -64            12.0   \n",
       "9685354     2414829      100122             -65            12.0   \n",
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       "7281958     2414829      100122             -68            12.0   \n",
       "7283382     2414829      100122             -69            12.0   \n",
       "...             ...         ...             ...             ...   \n",
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       "\n",
       "         CNT_INSTALMENT_FUTURE NAME_CONTRACT_STATUS  SK_DPD  SK_DPD_DEF  \n",
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       "\n",
       "[340561 rows x 8 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos[pos.SK_ID_PREV.isin(pids_only_pos)].sort_values(['SK_ID_CURR', 'MONTHS_BALANCE'], ascending=[True, False])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-3.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ins[ins.SK_ID_PREV.isin(pids_only_pos)].DAYS_INSTALMENT.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NUM_INSTALMENT_VERSION</th>\n",
       "      <th>NUM_INSTALMENT_NUMBER</th>\n",
       "      <th>DAYS_INSTALMENT</th>\n",
       "      <th>DAYS_ENTRY_PAYMENT</th>\n",
       "      <th>AMT_INSTALMENT</th>\n",
       "      <th>AMT_PAYMENT</th>\n",
       "      <th>days_delayed_payment</th>\n",
       "      <th>amt_ratio</th>\n",
       "      <th>amt_delta</th>\n",
       "      <th>days_weighted_delay</th>\n",
       "      <th>days_weighted_delay_tsw3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5428495</th>\n",
       "      <td>2318217</td>\n",
       "      <td>257060</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>9058.950</td>\n",
       "      <td>9058.950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416802</th>\n",
       "      <td>1364530</td>\n",
       "      <td>155682</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>16252.380</td>\n",
       "      <td>16252.380</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6817119</th>\n",
       "      <td>1830109</td>\n",
       "      <td>253119</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2930.0</td>\n",
       "      <td>8070.435</td>\n",
       "      <td>8070.435</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.968000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148260</th>\n",
       "      <td>1606503</td>\n",
       "      <td>191011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2933.0</td>\n",
       "      <td>6121.845</td>\n",
       "      <td>6121.845</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.321100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10446504</th>\n",
       "      <td>1466177</td>\n",
       "      <td>341018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2932.0</td>\n",
       "      <td>5131.260</td>\n",
       "      <td>5131.260</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.204000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9562123</th>\n",
       "      <td>2613410</td>\n",
       "      <td>367718</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>2836.800</td>\n",
       "      <td>2836.800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11551349</th>\n",
       "      <td>1676985</td>\n",
       "      <td>416978</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2938.0</td>\n",
       "      <td>4781.025</td>\n",
       "      <td>4781.025</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.897600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9156984</th>\n",
       "      <td>2523224</td>\n",
       "      <td>341748</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2924.0</td>\n",
       "      <td>3171.375</td>\n",
       "      <td>3171.375</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.245600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6039410</th>\n",
       "      <td>1516435</td>\n",
       "      <td>299764</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2933.0</td>\n",
       "      <td>6555.330</td>\n",
       "      <td>6555.330</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.321100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11666290</th>\n",
       "      <td>1261192</td>\n",
       "      <td>405611</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2928.0</td>\n",
       "      <td>5718.915</td>\n",
       "      <td>5718.915</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.729600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10814503</th>\n",
       "      <td>1381741</td>\n",
       "      <td>391401</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2925.0</td>\n",
       "      <td>9812.250</td>\n",
       "      <td>9812.250</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.367500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9053797</th>\n",
       "      <td>1589693</td>\n",
       "      <td>369400</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2935.0</td>\n",
       "      <td>8283.330</td>\n",
       "      <td>8283.330</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.553500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3602772</th>\n",
       "      <td>2007670</td>\n",
       "      <td>154768</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2933.0</td>\n",
       "      <td>3079.530</td>\n",
       "      <td>3079.530</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.321100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647962</th>\n",
       "      <td>1052008</td>\n",
       "      <td>155995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>6228.135</td>\n",
       "      <td>6228.135</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9640352</th>\n",
       "      <td>1155314</td>\n",
       "      <td>321877</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>6594.390</td>\n",
       "      <td>6594.390</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317752</th>\n",
       "      <td>1563659</td>\n",
       "      <td>164001</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2965.0</td>\n",
       "      <td>5784.525</td>\n",
       "      <td>5784.525</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>4.751500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3334492</th>\n",
       "      <td>1038753</td>\n",
       "      <td>178497</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2940.0</td>\n",
       "      <td>2928.015</td>\n",
       "      <td>2928.015</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2.124000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415107</th>\n",
       "      <td>2704576</td>\n",
       "      <td>113892</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2950.0</td>\n",
       "      <td>2226.105</td>\n",
       "      <td>2226.105</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>3.220000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5948872</th>\n",
       "      <td>2623731</td>\n",
       "      <td>257436</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2934.0</td>\n",
       "      <td>3378.825</td>\n",
       "      <td>3378.825</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.437600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4864393</th>\n",
       "      <td>2059975</td>\n",
       "      <td>213250</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2931.0</td>\n",
       "      <td>4080.420</td>\n",
       "      <td>4080.420</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>1.086300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8185063</th>\n",
       "      <td>2843155</td>\n",
       "      <td>369746</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2932.0</td>\n",
       "      <td>22360.770</td>\n",
       "      <td>22360.770</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.204000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10037037</th>\n",
       "      <td>1482108</td>\n",
       "      <td>349220</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2946.0</td>\n",
       "      <td>1623.330</td>\n",
       "      <td>1623.330</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>2.788800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706035</th>\n",
       "      <td>1771224</td>\n",
       "      <td>154838</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2938.0</td>\n",
       "      <td>5354.460</td>\n",
       "      <td>5354.460</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.897600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6814297</th>\n",
       "      <td>1103840</td>\n",
       "      <td>298782</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2943.0</td>\n",
       "      <td>6912.945</td>\n",
       "      <td>6912.945</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>2.459100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2873732</th>\n",
       "      <td>2123433</td>\n",
       "      <td>164183</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2921.0</td>\n",
       "      <td>2606.220</td>\n",
       "      <td>2470.500</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.947925</td>\n",
       "      <td>135.720</td>\n",
       "      <td>-0.947925</td>\n",
       "      <td>-0.117258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885359</th>\n",
       "      <td>1783398</td>\n",
       "      <td>108639</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>5635.890</td>\n",
       "      <td>5635.890</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1879948</th>\n",
       "      <td>2198662</td>\n",
       "      <td>127141</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2959.0</td>\n",
       "      <td>2849.445</td>\n",
       "      <td>2849.445</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>4.155100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4197256</th>\n",
       "      <td>2677585</td>\n",
       "      <td>281719</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2905.0</td>\n",
       "      <td>16017.615</td>\n",
       "      <td>16017.615</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>-2.184500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13138398</th>\n",
       "      <td>1367805</td>\n",
       "      <td>443750</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>5681.970</td>\n",
       "      <td>5681.970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9839315</th>\n",
       "      <td>1031505</td>\n",
       "      <td>365040</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2930.0</td>\n",
       "      <td>3019.185</td>\n",
       "      <td>3019.185</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.968000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1704048</th>\n",
       "      <td>2191050</td>\n",
       "      <td>188600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2957.0</td>\n",
       "      <td>4537.305</td>\n",
       "      <td>4537.305</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>3.951500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4428347</th>\n",
       "      <td>1934000</td>\n",
       "      <td>241286</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2921.0</td>\n",
       "      <td>4439.205</td>\n",
       "      <td>4383.180</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.987379</td>\n",
       "      <td>56.025</td>\n",
       "      <td>-0.987379</td>\n",
       "      <td>-0.122139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12986116</th>\n",
       "      <td>2729812</td>\n",
       "      <td>435728</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2919.0</td>\n",
       "      <td>7693.695</td>\n",
       "      <td>7685.685</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>0.998959</td>\n",
       "      <td>8.010</td>\n",
       "      <td>-2.996877</td>\n",
       "      <td>-0.372512</td>\n",
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       "    <tr>\n",
       "      <th>5174516</th>\n",
       "      <td>2224781</td>\n",
       "      <td>233529</td>\n",
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       "      <td>24</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>10194.210</td>\n",
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       "    <tr>\n",
       "      <th>8556525</th>\n",
       "      <td>1470142</td>\n",
       "      <td>374168</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2934.0</td>\n",
       "      <td>4165.290</td>\n",
       "      <td>4165.290</td>\n",
       "      <td>12.0</td>\n",
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       "      <td>12.000000</td>\n",
       "      <td>1.437600</td>\n",
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       "    <tr>\n",
       "      <th>1697410</th>\n",
       "      <td>1417113</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>25596.810</td>\n",
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       "    <tr>\n",
       "      <th>9757916</th>\n",
       "      <td>2292615</td>\n",
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       "      <td>-2942.0</td>\n",
       "      <td>7214.490</td>\n",
       "      <td>7214.490</td>\n",
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       "      <td>20.000000</td>\n",
       "      <td>2.348000</td>\n",
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       "    <tr>\n",
       "      <th>9465907</th>\n",
       "      <td>1484784</td>\n",
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       "      <td>0.609500</td>\n",
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       "    <tr>\n",
       "      <th>7683569</th>\n",
       "      <td>2759816</td>\n",
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       "      <td>-2938.0</td>\n",
       "      <td>4488.435</td>\n",
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       "      <td>16.000000</td>\n",
       "      <td>1.897600</td>\n",
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       "    <tr>\n",
       "      <th>2696504</th>\n",
       "      <td>1076812</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>4332.420</td>\n",
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       "    <tr>\n",
       "      <th>9994983</th>\n",
       "      <td>2482726</td>\n",
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       "      <td>-2919.0</td>\n",
       "      <td>9490.680</td>\n",
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       "      <td>-3.0</td>\n",
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       "      <td>-3.000000</td>\n",
       "      <td>-0.372900</td>\n",
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       "    <tr>\n",
       "      <th>9057177</th>\n",
       "      <td>1624372</td>\n",
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       "      <td>4715.550</td>\n",
       "      <td>4715.550</td>\n",
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       "      <td>7.000000</td>\n",
       "      <td>0.849100</td>\n",
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       "    <tr>\n",
       "      <th>11777968</th>\n",
       "      <td>1801016</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>12103.785</td>\n",
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       "    <tr>\n",
       "      <th>1692794</th>\n",
       "      <td>2800376</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>10062.900</td>\n",
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       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>7392743</th>\n",
       "      <td>2835372</td>\n",
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       "      <td>-2949.0</td>\n",
       "      <td>8280.990</td>\n",
       "      <td>8280.990</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>27.000000</td>\n",
       "      <td>3.113100</td>\n",
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       "    <tr>\n",
       "      <th>8759875</th>\n",
       "      <td>1794546</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>7871.985</td>\n",
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       "    <tr>\n",
       "      <th>1052081</th>\n",
       "      <td>2291191</td>\n",
       "      <td>106501</td>\n",
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       "      <td>-2927.0</td>\n",
       "      <td>6176.925</td>\n",
       "      <td>6106.500</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.988599</td>\n",
       "      <td>70.425</td>\n",
       "      <td>4.942993</td>\n",
       "      <td>0.602551</td>\n",
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       "    <tr>\n",
       "      <th>5951054</th>\n",
       "      <td>1977118</td>\n",
       "      <td>229624</td>\n",
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       "      <td>-2932.0</td>\n",
       "      <td>10214.640</td>\n",
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       "      <td>10.0</td>\n",
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       "      <td>10.000000</td>\n",
       "      <td>1.204000</td>\n",
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       "    <tr>\n",
       "      <th>11154834</th>\n",
       "      <td>1592141</td>\n",
       "      <td>399188</td>\n",
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       "      <td>-2932.0</td>\n",
       "      <td>10744.965</td>\n",
       "      <td>10744.965</td>\n",
       "      <td>10.0</td>\n",
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       "      <td>10.000000</td>\n",
       "      <td>1.204000</td>\n",
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       "    <tr>\n",
       "      <th>4651051</th>\n",
       "      <td>2462922</td>\n",
       "      <td>289641</td>\n",
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       "      <td>-2898.0</td>\n",
       "      <td>2159.775</td>\n",
       "      <td>2073.645</td>\n",
       "      <td>-24.0</td>\n",
       "      <td>0.960121</td>\n",
       "      <td>86.130</td>\n",
       "      <td>-23.042900</td>\n",
       "      <td>-3.009403</td>\n",
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       "    <tr>\n",
       "      <th>3463883</th>\n",
       "      <td>1514228</td>\n",
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       "      <td>12598.110</td>\n",
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       "      <td>7.000000</td>\n",
       "      <td>0.849100</td>\n",
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       "    <tr>\n",
       "      <th>11461819</th>\n",
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       "      <td>-2921.0</td>\n",
       "      <td>5550.525</td>\n",
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       "    <tr>\n",
       "      <th>9592892</th>\n",
       "      <td>2023568</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>23843.115</td>\n",
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       "    <tr>\n",
       "      <th>9055999</th>\n",
       "      <td>1683242</td>\n",
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       "      <td>-2941.0</td>\n",
       "      <td>2754.225</td>\n",
       "      <td>2754.225</td>\n",
       "      <td>19.0</td>\n",
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       "      <td>19.000000</td>\n",
       "      <td>2.236300</td>\n",
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       "    <tr>\n",
       "      <th>11096905</th>\n",
       "      <td>1332184</td>\n",
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       "      <td>-2922.0</td>\n",
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       "    <tr>\n",
       "      <th>6410176</th>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>2897.730</td>\n",
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       "    <tr>\n",
       "      <th>7256172</th>\n",
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       "      <td>-2941.0</td>\n",
       "      <td>5199.210</td>\n",
       "      <td>5199.210</td>\n",
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       "      <td>19.000000</td>\n",
       "      <td>2.236300</td>\n",
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       "    <tr>\n",
       "      <th>5596846</th>\n",
       "      <td>1645354</td>\n",
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       "    <tr>\n",
       "      <th>9611420</th>\n",
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       "    <tr>\n",
       "      <th>13489974</th>\n",
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       "    <tr>\n",
       "      <th>2532730</th>\n",
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       "      <td>-0.622317</td>\n",
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       "    <tr>\n",
       "      <th>7391780</th>\n",
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       "      <td>2.459100</td>\n",
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       "    <tr>\n",
       "      <th>6821394</th>\n",
       "      <td>2726990</td>\n",
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       "    <tr>\n",
       "      <th>11936818</th>\n",
       "      <td>1311783</td>\n",
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       "      <td>-2921.0</td>\n",
       "      <td>16627.500</td>\n",
       "      <td>16627.500</td>\n",
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       "      <td>-1.000000</td>\n",
       "      <td>-0.123700</td>\n",
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       "    <tr>\n",
       "      <th>2325318</th>\n",
       "      <td>2411524</td>\n",
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       "      <td>-2947.0</td>\n",
       "      <td>3441.915</td>\n",
       "      <td>3441.915</td>\n",
       "      <td>25.0</td>\n",
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       "      <td>25.000000</td>\n",
       "      <td>2.897500</td>\n",
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       "    <tr>\n",
       "      <th>1049395</th>\n",
       "      <td>1335438</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>12251.160</td>\n",
       "      <td>12251.160</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9757607</th>\n",
       "      <td>1276146</td>\n",
       "      <td>337363</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2921.0</td>\n",
       "      <td>13800.600</td>\n",
       "      <td>13527.900</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.980240</td>\n",
       "      <td>272.700</td>\n",
       "      <td>-0.980240</td>\n",
       "      <td>-0.121256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4432537</th>\n",
       "      <td>2668500</td>\n",
       "      <td>239310</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2940.0</td>\n",
       "      <td>5085.630</td>\n",
       "      <td>5085.630</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2.124000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6105812</th>\n",
       "      <td>1371512</td>\n",
       "      <td>200882</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2923.0</td>\n",
       "      <td>2735.550</td>\n",
       "      <td>2735.550</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.123100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4959314</th>\n",
       "      <td>2086077</td>\n",
       "      <td>203255</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>9044.100</td>\n",
       "      <td>9044.100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>3640683</th>\n",
       "      <td>2123430</td>\n",
       "      <td>189023</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2941.0</td>\n",
       "      <td>4499.550</td>\n",
       "      <td>4455.045</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.990109</td>\n",
       "      <td>44.505</td>\n",
       "      <td>18.812071</td>\n",
       "      <td>2.214181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5821007</th>\n",
       "      <td>1001838</td>\n",
       "      <td>206390</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>3423.465</td>\n",
       "      <td>3423.465</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>4424187</th>\n",
       "      <td>1685617</td>\n",
       "      <td>234317</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>13196.160</td>\n",
       "      <td>13196.160</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>9192885</th>\n",
       "      <td>2643545</td>\n",
       "      <td>361220</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2887.0</td>\n",
       "      <td>2819.700</td>\n",
       "      <td>27.720</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>0.009831</td>\n",
       "      <td>2791.980</td>\n",
       "      <td>-0.344079</td>\n",
       "      <td>-0.046072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8027396</th>\n",
       "      <td>1206521</td>\n",
       "      <td>338174</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2920.0</td>\n",
       "      <td>6183.900</td>\n",
       "      <td>6183.900</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-0.248000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9593356</th>\n",
       "      <td>2246450</td>\n",
       "      <td>332866</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2914.0</td>\n",
       "      <td>4178.115</td>\n",
       "      <td>4133.610</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>0.989348</td>\n",
       "      <td>44.505</td>\n",
       "      <td>-7.914785</td>\n",
       "      <td>-0.995680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2614423</th>\n",
       "      <td>1078841</td>\n",
       "      <td>124980</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2930.0</td>\n",
       "      <td>10057.500</td>\n",
       "      <td>10057.500</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.968000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11964189</th>\n",
       "      <td>1562138</td>\n",
       "      <td>424773</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>5394.960</td>\n",
       "      <td>5394.960</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>1394079</th>\n",
       "      <td>2432001</td>\n",
       "      <td>141544</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2936.0</td>\n",
       "      <td>4867.065</td>\n",
       "      <td>4867.065</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1.668800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6212964</th>\n",
       "      <td>2690894</td>\n",
       "      <td>240218</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2920.0</td>\n",
       "      <td>7585.740</td>\n",
       "      <td>7585.740</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-0.248000</td>\n",
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       "    <tr>\n",
       "      <th>2289384</th>\n",
       "      <td>2653341</td>\n",
       "      <td>142454</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2921.0</td>\n",
       "      <td>8100.810</td>\n",
       "      <td>8100.810</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.123700</td>\n",
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       "    <tr>\n",
       "      <th>10001794</th>\n",
       "      <td>2832632</td>\n",
       "      <td>347636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>4907.250</td>\n",
       "      <td>4907.250</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13427913</th>\n",
       "      <td>2062725</td>\n",
       "      <td>404508</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2938.0</td>\n",
       "      <td>5902.155</td>\n",
       "      <td>5902.155</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.897600</td>\n",
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       "    <tr>\n",
       "      <th>1394920</th>\n",
       "      <td>1683598</td>\n",
       "      <td>100690</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2939.0</td>\n",
       "      <td>3191.715</td>\n",
       "      <td>3191.715</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>2.011100</td>\n",
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       "    <tr>\n",
       "      <th>9041180</th>\n",
       "      <td>2805379</td>\n",
       "      <td>332848</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2928.0</td>\n",
       "      <td>13489.650</td>\n",
       "      <td>13489.650</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.729600</td>\n",
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       "    <tr>\n",
       "      <th>8181866</th>\n",
       "      <td>2605296</td>\n",
       "      <td>302252</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2926.0</td>\n",
       "      <td>2926.215</td>\n",
       "      <td>2926.215</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.488800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11960261</th>\n",
       "      <td>1670410</td>\n",
       "      <td>453639</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2932.0</td>\n",
       "      <td>1699.335</td>\n",
       "      <td>1699.335</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.204000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2763485</th>\n",
       "      <td>2467235</td>\n",
       "      <td>112238</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2928.0</td>\n",
       "      <td>3119.850</td>\n",
       "      <td>3119.850</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.729600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3210833</th>\n",
       "      <td>1260187</td>\n",
       "      <td>125632</td>\n",
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       "      <td>2</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2927.0</td>\n",
       "      <td>4408.425</td>\n",
       "      <td>4408.425</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.609500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12860166</th>\n",
       "      <td>1976493</td>\n",
       "      <td>419452</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>-2934.0</td>\n",
       "      <td>13247.685</td>\n",
       "      <td>13247.685</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.437600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11006421</th>\n",
       "      <td>2658797</td>\n",
       "      <td>306180</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2925.0</td>\n",
       "      <td>6365.475</td>\n",
       "      <td>6365.475</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.367500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7110134</th>\n",
       "      <td>1335607</td>\n",
       "      <td>280856</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2944.0</td>\n",
       "      <td>9114.750</td>\n",
       "      <td>9114.750</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>2.569600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9164218</th>\n",
       "      <td>2689429</td>\n",
       "      <td>381492</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2929.0</td>\n",
       "      <td>6619.770</td>\n",
       "      <td>6619.770</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.849100</td>\n",
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       "    <tr>\n",
       "      <th>5771778</th>\n",
       "      <td>2829488</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2921.0</td>\n",
       "      <td>2454.435</td>\n",
       "      <td>2453.130</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.999468</td>\n",
       "      <td>1.305</td>\n",
       "      <td>-0.999468</td>\n",
       "      <td>-0.123634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11312066</th>\n",
       "      <td>1568178</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2912.0</td>\n",
       "      <td>4544.280</td>\n",
       "      <td>4.950</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>0.001089</td>\n",
       "      <td>4539.330</td>\n",
       "      <td>-0.010893</td>\n",
       "      <td>-0.001377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10375634</th>\n",
       "      <td>1332700</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2920.0</td>\n",
       "      <td>3055.500</td>\n",
       "      <td>3055.500</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-0.248000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13540802</th>\n",
       "      <td>2440287</td>\n",
       "      <td>427898</td>\n",
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       "      <td>-2922.0</td>\n",
       "      <td>-2936.0</td>\n",
       "      <td>8405.145</td>\n",
       "      <td>8405.145</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1.668800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10500785</th>\n",
       "      <td>2794553</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>-2935.0</td>\n",
       "      <td>7823.700</td>\n",
       "      <td>7823.700</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>1.553500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726648</th>\n",
       "      <td>1243066</td>\n",
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       "      <td>4</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>5213.880</td>\n",
       "      <td>5213.880</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3839499</th>\n",
       "      <td>2785563</td>\n",
       "      <td>275712</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-2922.0</td>\n",
       "      <td>-2920.0</td>\n",
       "      <td>3761.460</td>\n",
       "      <td>3761.460</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-0.248000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11682907</th>\n",
       "      <td>2240102</td>\n",
       "      <td>408954</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-192.0</td>\n",
       "      <td>-193.0</td>\n",
       "      <td>9730.350</td>\n",
       "      <td>9730.350</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13123221</th>\n",
       "      <td>2307270</td>\n",
       "      <td>409250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-188.0</td>\n",
       "      <td>-191.0</td>\n",
       "      <td>43440.030</td>\n",
       "      <td>43440.030</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.828100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6023630</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20</td>\n",
       "      <td>-188.0</td>\n",
       "      <td>-190.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.886000</td>\n",
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       "    <tr>\n",
       "      <th>5673280</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-188.0</td>\n",
       "      <td>-207.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>17.820100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4932540</th>\n",
       "      <td>2144921</td>\n",
       "      <td>229700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-187.0</td>\n",
       "      <td>-207.0</td>\n",
       "      <td>16394.175</td>\n",
       "      <td>16394.175</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>18.758000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5204812</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18</td>\n",
       "      <td>-187.0</td>\n",
       "      <td>-203.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>15.025600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4436305</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-183.0</td>\n",
       "      <td>-183.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>1364208</th>\n",
       "      <td>2074496</td>\n",
       "      <td>190804</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-179.0</td>\n",
       "      <td>-209.0</td>\n",
       "      <td>28311.390</td>\n",
       "      <td>508.770</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.017971</td>\n",
       "      <td>27802.620</td>\n",
       "      <td>0.539115</td>\n",
       "      <td>0.505313</td>\n",
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       "    <tr>\n",
       "      <th>1697344</th>\n",
       "      <td>2074496</td>\n",
       "      <td>190804</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-179.0</td>\n",
       "      <td>-159.0</td>\n",
       "      <td>28311.390</td>\n",
       "      <td>27802.620</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>0.982029</td>\n",
       "      <td>508.770</td>\n",
       "      <td>-19.640590</td>\n",
       "      <td>-18.703734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1358046</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-178.0</td>\n",
       "      <td>-185.0</td>\n",
       "      <td>22101.660</td>\n",
       "      <td>22101.660</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.611500</td>\n",
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       "    <tr>\n",
       "      <th>6213367</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28</td>\n",
       "      <td>-178.0</td>\n",
       "      <td>-200.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>20.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11887326</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36</td>\n",
       "      <td>-175.0</td>\n",
       "      <td>-182.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.617800</td>\n",
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       "    <tr>\n",
       "      <th>5538273</th>\n",
       "      <td>2644987</td>\n",
       "      <td>232136</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28</td>\n",
       "      <td>-170.0</td>\n",
       "      <td>-197.0</td>\n",
       "      <td>31419.855</td>\n",
       "      <td>31419.855</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>25.404300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4852917</th>\n",
       "      <td>1420290</td>\n",
       "      <td>290553</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24</td>\n",
       "      <td>-167.0</td>\n",
       "      <td>-182.0</td>\n",
       "      <td>4796.280</td>\n",
       "      <td>4796.280</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.181000</td>\n",
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       "    <tr>\n",
       "      <th>3352968</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-165.0</td>\n",
       "      <td>-160.0</td>\n",
       "      <td>6876.270</td>\n",
       "      <td>6391.980</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>0.929571</td>\n",
       "      <td>484.290</td>\n",
       "      <td>-4.647854</td>\n",
       "      <td>-4.424757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2843569</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-165.0</td>\n",
       "      <td>-175.0</td>\n",
       "      <td>6876.270</td>\n",
       "      <td>484.290</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.070429</td>\n",
       "      <td>6391.980</td>\n",
       "      <td>0.704292</td>\n",
       "      <td>0.667316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11966835</th>\n",
       "      <td>2240102</td>\n",
       "      <td>408954</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11</td>\n",
       "      <td>-162.0</td>\n",
       "      <td>-163.0</td>\n",
       "      <td>9730.350</td>\n",
       "      <td>9730.350</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.951100</td>\n",
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       "    <tr>\n",
       "      <th>4531225</th>\n",
       "      <td>2134923</td>\n",
       "      <td>268827</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-161.0</td>\n",
       "      <td>-180.0</td>\n",
       "      <td>20208.060</td>\n",
       "      <td>20208.060</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>17.974000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3557471</th>\n",
       "      <td>2074496</td>\n",
       "      <td>190804</td>\n",
       "      <td>2.0</td>\n",
       "      <td>101</td>\n",
       "      <td>-160.0</td>\n",
       "      <td>-159.0</td>\n",
       "      <td>1390.140</td>\n",
       "      <td>1390.140</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.952300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7303404</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13</td>\n",
       "      <td>-158.0</td>\n",
       "      <td>-177.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>17.991100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6335317</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21</td>\n",
       "      <td>-158.0</td>\n",
       "      <td>-163.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.755500</td>\n",
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       "    <tr>\n",
       "      <th>4394957</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>-157.0</td>\n",
       "      <td>-172.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.226000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4716873</th>\n",
       "      <td>2144921</td>\n",
       "      <td>229700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11</td>\n",
       "      <td>-157.0</td>\n",
       "      <td>-179.0</td>\n",
       "      <td>16394.175</td>\n",
       "      <td>16394.175</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>20.818600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1595985</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26</td>\n",
       "      <td>-155.0</td>\n",
       "      <td>-160.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.760000</td>\n",
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       "    <tr>\n",
       "      <th>5559874</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-153.0</td>\n",
       "      <td>-153.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>7576870</th>\n",
       "      <td>1281854</td>\n",
       "      <td>274501</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-151.0</td>\n",
       "      <td>-163.0</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.413200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782937</th>\n",
       "      <td>2074496</td>\n",
       "      <td>190804</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20</td>\n",
       "      <td>-149.0</td>\n",
       "      <td>-159.0</td>\n",
       "      <td>259228.080</td>\n",
       "      <td>259228.080</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.523000</td>\n",
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       "    <tr>\n",
       "      <th>221875</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17</td>\n",
       "      <td>-148.0</td>\n",
       "      <td>-155.0</td>\n",
       "      <td>22101.660</td>\n",
       "      <td>22101.660</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.674500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5540932</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29</td>\n",
       "      <td>-148.0</td>\n",
       "      <td>-165.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>16.158500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12410339</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37</td>\n",
       "      <td>-145.0</td>\n",
       "      <td>-151.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.728200</td>\n",
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       "    <tr>\n",
       "      <th>7261690</th>\n",
       "      <td>2644987</td>\n",
       "      <td>232136</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29</td>\n",
       "      <td>-140.0</td>\n",
       "      <td>-166.0</td>\n",
       "      <td>31419.855</td>\n",
       "      <td>31419.855</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>24.705200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260395</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>-135.0</td>\n",
       "      <td>-143.0</td>\n",
       "      <td>6876.270</td>\n",
       "      <td>6876.270</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.656800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13233656</th>\n",
       "      <td>2240102</td>\n",
       "      <td>408954</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-132.0</td>\n",
       "      <td>-129.0</td>\n",
       "      <td>9725.940</td>\n",
       "      <td>9691.740</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>0.996484</td>\n",
       "      <td>34.200</td>\n",
       "      <td>-2.989451</td>\n",
       "      <td>-2.873759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13270585</th>\n",
       "      <td>2240102</td>\n",
       "      <td>408954</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-132.0</td>\n",
       "      <td>-163.0</td>\n",
       "      <td>9725.940</td>\n",
       "      <td>34.200</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.003516</td>\n",
       "      <td>9691.740</td>\n",
       "      <td>0.109007</td>\n",
       "      <td>0.103677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5623135</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22</td>\n",
       "      <td>-128.0</td>\n",
       "      <td>-134.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.758800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6641774</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14</td>\n",
       "      <td>-128.0</td>\n",
       "      <td>-141.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>12.450100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5282763</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20</td>\n",
       "      <td>-127.0</td>\n",
       "      <td>-143.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>15.313600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4107127</th>\n",
       "      <td>2144921</td>\n",
       "      <td>229700</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-127.0</td>\n",
       "      <td>-153.0</td>\n",
       "      <td>16390.800</td>\n",
       "      <td>16390.800</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>24.806600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3234558</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27</td>\n",
       "      <td>-125.0</td>\n",
       "      <td>-140.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.370000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7203174</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-123.0</td>\n",
       "      <td>-124.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5219219</th>\n",
       "      <td>1281854</td>\n",
       "      <td>274501</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-121.0</td>\n",
       "      <td>-127.0</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.771400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742827</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>22101.660</td>\n",
       "      <td>45000.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.036046</td>\n",
       "      <td>-22898.340</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742826</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>22898.340</td>\n",
       "      <td>45000.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.965208</td>\n",
       "      <td>-22101.660</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7454064</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>-137.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>18.219100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13109353</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38</td>\n",
       "      <td>-115.0</td>\n",
       "      <td>-121.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.782200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5510247</th>\n",
       "      <td>2644987</td>\n",
       "      <td>232136</td>\n",
       "      <td>2.0</td>\n",
       "      <td>30</td>\n",
       "      <td>-110.0</td>\n",
       "      <td>-125.0</td>\n",
       "      <td>190640.250</td>\n",
       "      <td>190640.250</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864689</th>\n",
       "      <td>2287287</td>\n",
       "      <td>165358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>34</td>\n",
       "      <td>-106.0</td>\n",
       "      <td>-112.0</td>\n",
       "      <td>24786.450</td>\n",
       "      <td>24786.450</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.798400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3748625</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-105.0</td>\n",
       "      <td>-114.0</td>\n",
       "      <td>11123.730</td>\n",
       "      <td>18000.000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.618162</td>\n",
       "      <td>-6876.270</td>\n",
       "      <td>14.563460</td>\n",
       "      <td>14.065390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3748624</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-105.0</td>\n",
       "      <td>-114.0</td>\n",
       "      <td>6876.270</td>\n",
       "      <td>18000.000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.617698</td>\n",
       "      <td>-11123.730</td>\n",
       "      <td>23.559284</td>\n",
       "      <td>22.753557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3809868</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15</td>\n",
       "      <td>-98.0</td>\n",
       "      <td>-110.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.604000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245292</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23</td>\n",
       "      <td>-98.0</td>\n",
       "      <td>-103.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.845500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039275</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21</td>\n",
       "      <td>-97.0</td>\n",
       "      <td>-113.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>15.457600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3205370</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28</td>\n",
       "      <td>-95.0</td>\n",
       "      <td>-114.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>18.350200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5952073</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-93.0</td>\n",
       "      <td>-98.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.853000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4117376</th>\n",
       "      <td>1281854</td>\n",
       "      <td>274501</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11</td>\n",
       "      <td>-91.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>5333.130</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.762400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5515679</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31</td>\n",
       "      <td>-88.0</td>\n",
       "      <td>-110.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>21.274000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755254</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-88.0</td>\n",
       "      <td>-118.0</td>\n",
       "      <td>17883.180</td>\n",
       "      <td>17883.180</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>28.938000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7578459</th>\n",
       "      <td>1154294</td>\n",
       "      <td>254671</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19</td>\n",
       "      <td>-88.0</td>\n",
       "      <td>-92.0</td>\n",
       "      <td>4201.470</td>\n",
       "      <td>4201.470</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.889600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11787148</th>\n",
       "      <td>1315996</td>\n",
       "      <td>452256</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-87.0</td>\n",
       "      <td>-106.0</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>18.395800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12769518</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39</td>\n",
       "      <td>-85.0</td>\n",
       "      <td>-92.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.806800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226655</th>\n",
       "      <td>2287287</td>\n",
       "      <td>165358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35</td>\n",
       "      <td>-76.0</td>\n",
       "      <td>-80.0</td>\n",
       "      <td>24786.450</td>\n",
       "      <td>24786.450</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.904000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303419</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-75.0</td>\n",
       "      <td>-114.0</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>37.666200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5979800</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>-81.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>12.684100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5643550</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>-74.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.866800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6571414</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22</td>\n",
       "      <td>-67.0</td>\n",
       "      <td>-85.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>17.541000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431049</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29</td>\n",
       "      <td>-65.0</td>\n",
       "      <td>-85.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>19.490000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5851879</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8</td>\n",
       "      <td>-63.0</td>\n",
       "      <td>-64.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.980800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077963</th>\n",
       "      <td>1281854</td>\n",
       "      <td>274501</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-61.0</td>\n",
       "      <td>-82.0</td>\n",
       "      <td>5331.825</td>\n",
       "      <td>5331.825</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>20.483400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885518</th>\n",
       "      <td>2726547</td>\n",
       "      <td>149868</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>-64.0</td>\n",
       "      <td>84500.370</td>\n",
       "      <td>84500.370</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.884800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4436105</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>-72.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>13.697600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7598712</th>\n",
       "      <td>1154294</td>\n",
       "      <td>254671</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>-78.0</td>\n",
       "      <td>40187.565</td>\n",
       "      <td>40187.565</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>19.532000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11896026</th>\n",
       "      <td>1315996</td>\n",
       "      <td>452256</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-57.0</td>\n",
       "      <td>-91.0</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>33.071800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13403450</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>40</td>\n",
       "      <td>-55.0</td>\n",
       "      <td>-55.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071752</th>\n",
       "      <td>2287287</td>\n",
       "      <td>165358</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36</td>\n",
       "      <td>-46.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>23743.035</td>\n",
       "      <td>23743.035</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.906400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313934</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-45.0</td>\n",
       "      <td>-57.0</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.794800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6532838</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>-45.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.905500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4805485</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>8869.005</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>13.781600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9178448</th>\n",
       "      <td>1329533</td>\n",
       "      <td>360902</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>-66.0</td>\n",
       "      <td>6588.360</td>\n",
       "      <td>6588.360</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>27.445600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4904947</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>14.766000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2740153</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>-57.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>21.623800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2728976</th>\n",
       "      <td>1562875</td>\n",
       "      <td>114474</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11</td>\n",
       "      <td>-34.0</td>\n",
       "      <td>-73.0</td>\n",
       "      <td>3406.680</td>\n",
       "      <td>3406.680</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>38.145900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7547279</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.979000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4308234</th>\n",
       "      <td>1396095</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33</td>\n",
       "      <td>-28.0</td>\n",
       "      <td>-40.0</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>22236.840</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.856000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12270432</th>\n",
       "      <td>1315996</td>\n",
       "      <td>452256</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-27.0</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>28641.330</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.889000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11784787</th>\n",
       "      <td>2002819</td>\n",
       "      <td>451600</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>-27.0</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>28016.100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.983800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9508291</th>\n",
       "      <td>1921170</td>\n",
       "      <td>344556</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>-66.0</td>\n",
       "      <td>2863.935</td>\n",
       "      <td>2863.935</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>44.109000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13102135</th>\n",
       "      <td>2547707</td>\n",
       "      <td>419205</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>-19.0</td>\n",
       "      <td>15519.330</td>\n",
       "      <td>15519.330</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9598854</th>\n",
       "      <td>2718781</td>\n",
       "      <td>313243</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>2874.465</td>\n",
       "      <td>2865.015</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>0.996712</td>\n",
       "      <td>9.450</td>\n",
       "      <td>-2.990137</td>\n",
       "      <td>-2.978476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9091518</th>\n",
       "      <td>2718781</td>\n",
       "      <td>313243</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>-45.0</td>\n",
       "      <td>2874.465</td>\n",
       "      <td>9.450</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.003288</td>\n",
       "      <td>2865.015</td>\n",
       "      <td>0.095339</td>\n",
       "      <td>0.094052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12842</th>\n",
       "      <td>1669898</td>\n",
       "      <td>172494</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>-28.0</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>4959.450</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>12.890800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8012755</th>\n",
       "      <td>1329533</td>\n",
       "      <td>360902</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>6588.360</td>\n",
       "      <td>6268.275</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.951417</td>\n",
       "      <td>320.085</td>\n",
       "      <td>-3.805666</td>\n",
       "      <td>-3.801100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5101773</th>\n",
       "      <td>2563075</td>\n",
       "      <td>286770</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-12.0</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>31920.840</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.985600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9968597</th>\n",
       "      <td>1329533</td>\n",
       "      <td>360902</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-66.0</td>\n",
       "      <td>6588.360</td>\n",
       "      <td>320.085</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.048583</td>\n",
       "      <td>6268.275</td>\n",
       "      <td>2.817838</td>\n",
       "      <td>2.762045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6031990</th>\n",
       "      <td>2664949</td>\n",
       "      <td>296262</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-16.0</td>\n",
       "      <td>8850.510</td>\n",
       "      <td>8850.510</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.961600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966490</th>\n",
       "      <td>1682765</td>\n",
       "      <td>153862</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>5060.475</td>\n",
       "      <td>5060.475</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.991000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6780162</th>\n",
       "      <td>1189090</td>\n",
       "      <td>277178</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-23.0</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>25992.540</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>15.889600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284307</th>\n",
       "      <td>2803928</td>\n",
       "      <td>172494</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-28.0</td>\n",
       "      <td>5615.325</td>\n",
       "      <td>5221.755</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.929911</td>\n",
       "      <td>393.570</td>\n",
       "      <td>21.387963</td>\n",
       "      <td>21.208304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870435</th>\n",
       "      <td>1562875</td>\n",
       "      <td>114474</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-42.0</td>\n",
       "      <td>4287.015</td>\n",
       "      <td>7693.695</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.794651</td>\n",
       "      <td>-3406.680</td>\n",
       "      <td>68.196731</td>\n",
       "      <td>67.337452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870436</th>\n",
       "      <td>1562875</td>\n",
       "      <td>114474</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>-42.0</td>\n",
       "      <td>3406.680</td>\n",
       "      <td>7693.695</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2.258414</td>\n",
       "      <td>-4287.015</td>\n",
       "      <td>85.819745</td>\n",
       "      <td>84.738417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7440695</th>\n",
       "      <td>1480946</td>\n",
       "      <td>204445</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>13529.430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162817 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          SK_ID_PREV  SK_ID_CURR  NUM_INSTALMENT_VERSION  \\\n",
       "5428495      2318217      257060                     1.0   \n",
       "1416802      1364530      155682                     1.0   \n",
       "6817119      1830109      253119                     1.0   \n",
       "148260       1606503      191011                     1.0   \n",
       "10446504     1466177      341018                     1.0   \n",
       "9562123      2613410      367718                     1.0   \n",
       "11551349     1676985      416978                     1.0   \n",
       "9156984      2523224      341748                     2.0   \n",
       "6039410      1516435      299764                     1.0   \n",
       "11666290     1261192      405611                     1.0   \n",
       "10814503     1381741      391401                     2.0   \n",
       "9053797      1589693      369400                     1.0   \n",
       "3602772      2007670      154768                     1.0   \n",
       "647962       1052008      155995                     1.0   \n",
       "9640352      1155314      321877                     1.0   \n",
       "2317752      1563659      164001                     1.0   \n",
       "3334492      1038753      178497                     1.0   \n",
       "415107       2704576      113892                     1.0   \n",
       "5948872      2623731      257436                     1.0   \n",
       "4864393      2059975      213250                     1.0   \n",
       "8185063      2843155      369746                     1.0   \n",
       "10037037     1482108      349220                     1.0   \n",
       "1706035      1771224      154838                     1.0   \n",
       "6814297      1103840      298782                     1.0   \n",
       "2873732      2123433      164183                     1.0   \n",
       "1885359      1783398      108639                     1.0   \n",
       "1879948      2198662      127141                     1.0   \n",
       "4197256      2677585      281719                     1.0   \n",
       "13138398     1367805      443750                     1.0   \n",
       "9839315      1031505      365040                     1.0   \n",
       "1704048      2191050      188600                     1.0   \n",
       "4428347      1934000      241286                     1.0   \n",
       "12986116     2729812      435728                     1.0   \n",
       "5174516      2224781      233529                     1.0   \n",
       "8556525      1470142      374168                     1.0   \n",
       "1697410      1417113      133184                     1.0   \n",
       "9757916      2292615      349111                     1.0   \n",
       "9465907      1484784      387554                     1.0   \n",
       "7683569      2759816      395631                     1.0   \n",
       "2696504      1076812      178717                     1.0   \n",
       "9994983      2482726      397560                     1.0   \n",
       "9057177      1624372      333977                     1.0   \n",
       "11777968     1801016      428896                     1.0   \n",
       "1692794      2800376      165331                     1.0   \n",
       "7392743      2835372      246075                     1.0   \n",
       "8759875      1794546      341795                     1.0   \n",
       "1052081      2291191      106501                     1.0   \n",
       "5951054      1977118      229624                     1.0   \n",
       "11154834     1592141      399188                     1.0   \n",
       "4651051      2462922      289641                     1.0   \n",
       "3463883      1514228      117702                     1.0   \n",
       "11461819     2760298      303363                     1.0   \n",
       "9592892      2023568      333859                     1.0   \n",
       "9055999      1683242      377794                     1.0   \n",
       "11096905     1332184      342786                     1.0   \n",
       "6410176      2573198      233682                     1.0   \n",
       "7256172      1294832      279537                     1.0   \n",
       "5596846      1645354      253141                     1.0   \n",
       "9611420      2622687      356845                     1.0   \n",
       "13489974     1322933      427649                     1.0   \n",
       "2532730      1367262      122183                     1.0   \n",
       "7391780      2394661      247808                     1.0   \n",
       "6821394      2726990      288475                     1.0   \n",
       "11936818     1311783      455305                     1.0   \n",
       "2325318      2411524      149614                     1.0   \n",
       "1049395      1335438      118696                     1.0   \n",
       "9757607      1276146      337363                     1.0   \n",
       "4432537      2668500      239310                     2.0   \n",
       "6105812      1371512      200882                     1.0   \n",
       "4959314      2086077      203255                     1.0   \n",
       "3640683      2123430      189023                     1.0   \n",
       "5821007      1001838      206390                     1.0   \n",
       "4424187      1685617      234317                     1.0   \n",
       "9192885      2643545      361220                     1.0   \n",
       "8027396      1206521      338174                     1.0   \n",
       "9593356      2246450      332866                     1.0   \n",
       "2614423      1078841      124980                     1.0   \n",
       "11964189     1562138      424773                     1.0   \n",
       "1394079      2432001      141544                     1.0   \n",
       "6212964      2690894      240218                     1.0   \n",
       "2289384      2653341      142454                     1.0   \n",
       "10001794     2832632      347636                     1.0   \n",
       "13427913     2062725      404508                     1.0   \n",
       "1394920      1683598      100690                     1.0   \n",
       "9041180      2805379      332848                     1.0   \n",
       "8181866      2605296      302252                     1.0   \n",
       "11960261     1670410      453639                     1.0   \n",
       "2763485      2467235      112238                     1.0   \n",
       "3210833      1260187      125632                     1.0   \n",
       "12860166     1976493      419452                     1.0   \n",
       "11006421     2658797      306180                     1.0   \n",
       "7110134      1335607      280856                     1.0   \n",
       "9164218      2689429      381492                     1.0   \n",
       "5771778      2829488      238850                     1.0   \n",
       "11312066     1568178      316108                     1.0   \n",
       "10375634     1332700      363558                     1.0   \n",
       "13540802     2440287      427898                     1.0   \n",
       "10500785     2794553      352573                     1.0   \n",
       "1726648      1243066      151141                     1.0   \n",
       "3839499      2785563      275712                     1.0   \n",
       "...              ...         ...                     ...   \n",
       "11682907     2240102      408954                     1.0   \n",
       "13123221     2307270      409250                     2.0   \n",
       "6023630      2563075      286770                     1.0   \n",
       "5673280      2664949      296262                     1.0   \n",
       "4932540      2144921      229700                     1.0   \n",
       "5204812      1189090      277178                     1.0   \n",
       "4436305      1480946      204445                     1.0   \n",
       "1364208      2074496      190804                     1.0   \n",
       "1697344      2074496      190804                     1.0   \n",
       "1358046      2726547      149868                     1.0   \n",
       "6213367      1396095      296262                     1.0   \n",
       "11887326     2002819      451600                     1.0   \n",
       "5538273      2644987      232136                     1.0   \n",
       "4852917      1420290      290553                     1.0   \n",
       "3352968      1669898      172494                     3.0   \n",
       "2843569      1669898      172494                     3.0   \n",
       "11966835     2240102      408954                     1.0   \n",
       "4531225      2134923      268827                     2.0   \n",
       "3557471      2074496      190804                     2.0   \n",
       "7303404      2664949      296262                     1.0   \n",
       "6335317      2563075      286770                     1.0   \n",
       "4394957      1189090      277178                     1.0   \n",
       "4716873      2144921      229700                     1.0   \n",
       "1595985      2803928      172494                     1.0   \n",
       "5559874      1480946      204445                     1.0   \n",
       "7576870      1281854      274501                     1.0   \n",
       "782937       2074496      190804                     3.0   \n",
       "221875       2726547      149868                     1.0   \n",
       "5540932      1396095      296262                     1.0   \n",
       "12410339     2002819      451600                     1.0   \n",
       "7261690      2644987      232136                     1.0   \n",
       "1260395      1669898      172494                     3.0   \n",
       "13233656     2240102      408954                     1.0   \n",
       "13270585     2240102      408954                     1.0   \n",
       "5623135      2563075      286770                     1.0   \n",
       "6641774      2664949      296262                     1.0   \n",
       "5282763      1189090      277178                     1.0   \n",
       "4107127      2144921      229700                     1.0   \n",
       "3234558      2803928      172494                     1.0   \n",
       "7203174      1480946      204445                     1.0   \n",
       "5219219      1281854      274501                     1.0   \n",
       "742827       2726547      149868                     1.0   \n",
       "742826       2726547      149868                     2.0   \n",
       "7454064      1396095      296262                     1.0   \n",
       "13109353     2002819      451600                     1.0   \n",
       "5510247      2644987      232136                     2.0   \n",
       "864689       2287287      165358                     1.0   \n",
       "3748625      1669898      172494                     4.0   \n",
       "3748624      1669898      172494                     3.0   \n",
       "3809868      2664949      296262                     1.0   \n",
       "5245292      2563075      286770                     1.0   \n",
       "7039275      1189090      277178                     1.0   \n",
       "3205370      2803928      172494                     1.0   \n",
       "5952073      1480946      204445                     1.0   \n",
       "4117376      1281854      274501                     1.0   \n",
       "5515679      1396095      296262                     1.0   \n",
       "1755254      2726547      149868                     3.0   \n",
       "7578459      1154294      254671                     3.0   \n",
       "11787148     1315996      452256                     1.0   \n",
       "12769518     2002819      451600                     1.0   \n",
       "1226655      2287287      165358                     1.0   \n",
       "1303419      1669898      172494                     5.0   \n",
       "5979800      2664949      296262                     1.0   \n",
       "5643550      2563075      286770                     1.0   \n",
       "6571414      1189090      277178                     1.0   \n",
       "431049       2803928      172494                     1.0   \n",
       "5851879      1480946      204445                     1.0   \n",
       "6077963      1281854      274501                     1.0   \n",
       "1885518      2726547      149868                     4.0   \n",
       "4436105      1396095      296262                     1.0   \n",
       "7598712      1154294      254671                     4.0   \n",
       "11896026     1315996      452256                     1.0   \n",
       "13403450     2002819      451600                     1.0   \n",
       "1071752      2287287      165358                     1.0   \n",
       "2313934      1669898      172494                     5.0   \n",
       "6532838      2563075      286770                     1.0   \n",
       "4805485      2664949      296262                     1.0   \n",
       "9178448      1329533      360902                     1.0   \n",
       "4904947      1189090      277178                     1.0   \n",
       "2740153      2803928      172494                     1.0   \n",
       "2728976      1562875      114474                     5.0   \n",
       "7547279      1480946      204445                     1.0   \n",
       "4308234      1396095      296262                     1.0   \n",
       "12270432     1315996      452256                     1.0   \n",
       "11784787     2002819      451600                     1.0   \n",
       "9508291      1921170      344556                     1.0   \n",
       "13102135     2547707      419205                     2.0   \n",
       "9598854      2718781      313243                     1.0   \n",
       "9091518      2718781      313243                     1.0   \n",
       "12842        1669898      172494                     5.0   \n",
       "8012755      1329533      360902                     1.0   \n",
       "5101773      2563075      286770                     1.0   \n",
       "9968597      1329533      360902                     1.0   \n",
       "6031990      2664949      296262                     1.0   \n",
       "1966490      1682765      153862                     1.0   \n",
       "6780162      1189090      277178                     1.0   \n",
       "1284307      2803928      172494                     1.0   \n",
       "870435       1562875      114474                     6.0   \n",
       "870436       1562875      114474                     5.0   \n",
       "7440695      1480946      204445                     1.0   \n",
       "\n",
       "          NUM_INSTALMENT_NUMBER  DAYS_INSTALMENT  DAYS_ENTRY_PAYMENT  \\\n",
       "5428495                       1          -2922.0             -2922.0   \n",
       "1416802                       4          -2922.0             -2922.0   \n",
       "6817119                       7          -2922.0             -2930.0   \n",
       "148260                        6          -2922.0             -2933.0   \n",
       "10446504                      5          -2922.0             -2932.0   \n",
       "9562123                       4          -2922.0             -2922.0   \n",
       "11551349                      8          -2922.0             -2938.0   \n",
       "9156984                       9          -2922.0             -2924.0   \n",
       "6039410                       6          -2922.0             -2933.0   \n",
       "11666290                      3          -2922.0             -2928.0   \n",
       "10814503                      3          -2922.0             -2925.0   \n",
       "9053797                       3          -2922.0             -2935.0   \n",
       "3602772                       1          -2922.0             -2933.0   \n",
       "647962                        4          -2922.0             -2922.0   \n",
       "9640352                       4          -2922.0             -2922.0   \n",
       "2317752                       7          -2922.0             -2965.0   \n",
       "3334492                       2          -2922.0             -2940.0   \n",
       "415107                        8          -2922.0             -2950.0   \n",
       "5948872                       3          -2922.0             -2934.0   \n",
       "4864393                       2          -2922.0             -2931.0   \n",
       "8185063                       1          -2922.0             -2932.0   \n",
       "10037037                      5          -2922.0             -2946.0   \n",
       "1706035                       9          -2922.0             -2938.0   \n",
       "6814297                       6          -2922.0             -2943.0   \n",
       "2873732                       8          -2922.0             -2921.0   \n",
       "1885359                       2          -2922.0             -2922.0   \n",
       "1879948                       9          -2922.0             -2959.0   \n",
       "4197256                      10          -2922.0             -2905.0   \n",
       "13138398                      6          -2922.0             -2922.0   \n",
       "9839315                       5          -2922.0             -2930.0   \n",
       "1704048                       6          -2922.0             -2957.0   \n",
       "4428347                       4          -2922.0             -2921.0   \n",
       "12986116                      3          -2922.0             -2919.0   \n",
       "5174516                      24          -2922.0             -2922.0   \n",
       "8556525                      10          -2922.0             -2934.0   \n",
       "1697410                       9          -2922.0             -2922.0   \n",
       "9757916                       7          -2922.0             -2942.0   \n",
       "9465907                       1          -2922.0             -2927.0   \n",
       "7683569                       5          -2922.0             -2938.0   \n",
       "2696504                       2          -2922.0             -2922.0   \n",
       "9994983                       6          -2922.0             -2919.0   \n",
       "9057177                      10          -2922.0             -2929.0   \n",
       "11777968                      3          -2922.0             -2922.0   \n",
       "1692794                       4          -2922.0             -2922.0   \n",
       "7392743                       3          -2922.0             -2949.0   \n",
       "8759875                       4          -2922.0             -2922.0   \n",
       "1052081                      10          -2922.0             -2927.0   \n",
       "5951054                       2          -2922.0             -2932.0   \n",
       "11154834                      2          -2922.0             -2932.0   \n",
       "4651051                       8          -2922.0             -2898.0   \n",
       "3463883                       5          -2922.0             -2929.0   \n",
       "11461819                      4          -2922.0             -2921.0   \n",
       "9592892                       6          -2922.0             -2922.0   \n",
       "9055999                       4          -2922.0             -2941.0   \n",
       "11096905                      5          -2922.0             -2922.0   \n",
       "6410176                       6          -2922.0             -2922.0   \n",
       "7256172                       6          -2922.0             -2941.0   \n",
       "5596846                       7          -2922.0             -2922.0   \n",
       "9611420                       7          -2922.0             -2922.0   \n",
       "13489974                      2          -2922.0             -2922.0   \n",
       "2532730                       4          -2922.0             -2917.0   \n",
       "7391780                       1          -2922.0             -2943.0   \n",
       "6821394                       9          -2922.0             -2922.0   \n",
       "11936818                      6          -2922.0             -2921.0   \n",
       "2325318                       2          -2922.0             -2947.0   \n",
       "1049395                      10          -2922.0             -2922.0   \n",
       "9757607                       6          -2922.0             -2921.0   \n",
       "4432537                       9          -2922.0             -2940.0   \n",
       "6105812                       5          -2922.0             -2923.0   \n",
       "4959314                       3          -2922.0             -2922.0   \n",
       "3640683                       5          -2922.0             -2941.0   \n",
       "5821007                       4          -2922.0             -2922.0   \n",
       "4424187                       8          -2922.0             -2922.0   \n",
       "9192885                       6          -2922.0             -2887.0   \n",
       "8027396                       6          -2922.0             -2920.0   \n",
       "9593356                      10          -2922.0             -2914.0   \n",
       "2614423                       1          -2922.0             -2930.0   \n",
       "11964189                      1          -2922.0             -2922.0   \n",
       "1394079                       3          -2922.0             -2936.0   \n",
       "6212964                       8          -2922.0             -2920.0   \n",
       "2289384                       6          -2922.0             -2921.0   \n",
       "10001794                      9          -2922.0             -2922.0   \n",
       "13427913                      6          -2922.0             -2938.0   \n",
       "1394920                       1          -2922.0             -2939.0   \n",
       "9041180                       3          -2922.0             -2928.0   \n",
       "8181866                       1          -2922.0             -2926.0   \n",
       "11960261                      5          -2922.0             -2932.0   \n",
       "2763485                       7          -2922.0             -2928.0   \n",
       "3210833                       2          -2922.0             -2927.0   \n",
       "12860166                      1          -2922.0             -2934.0   \n",
       "11006421                      4          -2922.0             -2925.0   \n",
       "7110134                      10          -2922.0             -2944.0   \n",
       "9164218                       6          -2922.0             -2929.0   \n",
       "5771778                       7          -2922.0             -2921.0   \n",
       "11312066                      4          -2922.0             -2912.0   \n",
       "10375634                     10          -2922.0             -2920.0   \n",
       "13540802                      3          -2922.0             -2936.0   \n",
       "10500785                      9          -2922.0             -2935.0   \n",
       "1726648                       4          -2922.0             -2922.0   \n",
       "3839499                       9          -2922.0             -2920.0   \n",
       "...                         ...              ...                 ...   \n",
       "11682907                     10           -192.0              -193.0   \n",
       "13123221                     16           -188.0              -191.0   \n",
       "6023630                      20           -188.0              -190.0   \n",
       "5673280                      12           -188.0              -207.0   \n",
       "4932540                      10           -187.0              -207.0   \n",
       "5204812                      18           -187.0              -203.0   \n",
       "4436305                       4           -183.0              -183.0   \n",
       "1364208                      19           -179.0              -209.0   \n",
       "1697344                      19           -179.0              -159.0   \n",
       "1358046                      16           -178.0              -185.0   \n",
       "6213367                      28           -178.0              -200.0   \n",
       "11887326                     36           -175.0              -182.0   \n",
       "5538273                      28           -170.0              -197.0   \n",
       "4852917                      24           -167.0              -182.0   \n",
       "3352968                       1           -165.0              -160.0   \n",
       "2843569                       1           -165.0              -175.0   \n",
       "11966835                     11           -162.0              -163.0   \n",
       "4531225                       9           -161.0              -180.0   \n",
       "3557471                     101           -160.0              -159.0   \n",
       "7303404                      13           -158.0              -177.0   \n",
       "6335317                      21           -158.0              -163.0   \n",
       "4394957                      19           -157.0              -172.0   \n",
       "4716873                      11           -157.0              -179.0   \n",
       "1595985                      26           -155.0              -160.0   \n",
       "5559874                       5           -153.0              -153.0   \n",
       "7576870                       9           -151.0              -163.0   \n",
       "782937                       20           -149.0              -159.0   \n",
       "221875                       17           -148.0              -155.0   \n",
       "5540932                      29           -148.0              -165.0   \n",
       "12410339                     37           -145.0              -151.0   \n",
       "7261690                      29           -140.0              -166.0   \n",
       "1260395                       2           -135.0              -143.0   \n",
       "13233656                     12           -132.0              -129.0   \n",
       "13270585                     12           -132.0              -163.0   \n",
       "5623135                      22           -128.0              -134.0   \n",
       "6641774                      14           -128.0              -141.0   \n",
       "5282763                      20           -127.0              -143.0   \n",
       "4107127                      12           -127.0              -153.0   \n",
       "3234558                      27           -125.0              -140.0   \n",
       "7203174                       6           -123.0              -124.0   \n",
       "5219219                      10           -121.0              -127.0   \n",
       "742827                       18           -118.0              -118.0   \n",
       "742826                       18           -118.0              -118.0   \n",
       "7454064                      30           -118.0              -137.0   \n",
       "13109353                     38           -115.0              -121.0   \n",
       "5510247                      30           -110.0              -125.0   \n",
       "864689                       34           -106.0              -112.0   \n",
       "3748625                       3           -105.0              -114.0   \n",
       "3748624                       3           -105.0              -114.0   \n",
       "3809868                      15            -98.0              -110.0   \n",
       "5245292                      23            -98.0              -103.0   \n",
       "7039275                      21            -97.0              -113.0   \n",
       "3205370                      28            -95.0              -114.0   \n",
       "5952073                       7            -93.0               -98.0   \n",
       "4117376                      11            -91.0               -99.0   \n",
       "5515679                      31            -88.0              -110.0   \n",
       "1755254                      19            -88.0              -118.0   \n",
       "7578459                      19            -88.0               -92.0   \n",
       "11787148                      3            -87.0              -106.0   \n",
       "12769518                     39            -85.0               -92.0   \n",
       "1226655                      35            -76.0               -80.0   \n",
       "1303419                       4            -75.0              -114.0   \n",
       "5979800                      16            -68.0               -81.0   \n",
       "5643550                      24            -68.0               -74.0   \n",
       "6571414                      22            -67.0               -85.0   \n",
       "431049                       29            -65.0               -85.0   \n",
       "5851879                       8            -63.0               -64.0   \n",
       "6077963                      12            -61.0               -82.0   \n",
       "1885518                      20            -58.0               -64.0   \n",
       "4436105                      32            -58.0               -72.0   \n",
       "7598712                      20            -58.0               -78.0   \n",
       "11896026                      4            -57.0               -91.0   \n",
       "13403450                     40            -55.0               -55.0   \n",
       "1071752                      36            -46.0               -52.0   \n",
       "2313934                       5            -45.0               -57.0   \n",
       "6532838                      25            -38.0               -45.0   \n",
       "4805485                      17            -38.0               -52.0   \n",
       "9178448                       6            -38.0               -66.0   \n",
       "4904947                      23            -37.0               -52.0   \n",
       "2740153                      30            -35.0               -57.0   \n",
       "2728976                      11            -34.0               -73.0   \n",
       "7547279                       9            -33.0               -35.0   \n",
       "4308234                      33            -28.0               -40.0   \n",
       "12270432                      5            -27.0               -37.0   \n",
       "11784787                     41            -25.0               -27.0   \n",
       "9508291                       5            -21.0               -66.0   \n",
       "13102135                     11            -19.0               -19.0   \n",
       "9598854                       6            -16.0               -13.0   \n",
       "9091518                       6            -16.0               -45.0   \n",
       "12842                         6            -15.0               -28.0   \n",
       "8012755                       7             -8.0                -4.0   \n",
       "5101773                      26             -8.0               -12.0   \n",
       "9968597                       7             -8.0               -66.0   \n",
       "6031990                      18             -8.0               -16.0   \n",
       "1966490                      22             -7.0               -10.0   \n",
       "6780162                      24             -7.0               -23.0   \n",
       "1284307                      31             -5.0               -28.0   \n",
       "870435                       12             -4.0               -42.0   \n",
       "870436                       12             -4.0               -42.0   \n",
       "7440695                      10             -3.0                -3.0   \n",
       "\n",
       "          AMT_INSTALMENT  AMT_PAYMENT  days_delayed_payment  amt_ratio  \\\n",
       "5428495         9058.950     9058.950                   0.0   1.000000   \n",
       "1416802        16252.380    16252.380                   0.0   1.000000   \n",
       "6817119         8070.435     8070.435                   8.0   1.000000   \n",
       "148260          6121.845     6121.845                  11.0   1.000000   \n",
       "10446504        5131.260     5131.260                  10.0   1.000000   \n",
       "9562123         2836.800     2836.800                   0.0   1.000000   \n",
       "11551349        4781.025     4781.025                  16.0   1.000000   \n",
       "9156984         3171.375     3171.375                   2.0   1.000000   \n",
       "6039410         6555.330     6555.330                  11.0   1.000000   \n",
       "11666290        5718.915     5718.915                   6.0   1.000000   \n",
       "10814503        9812.250     9812.250                   3.0   1.000000   \n",
       "9053797         8283.330     8283.330                  13.0   1.000000   \n",
       "3602772         3079.530     3079.530                  11.0   1.000000   \n",
       "647962          6228.135     6228.135                   0.0   1.000000   \n",
       "9640352         6594.390     6594.390                   0.0   1.000000   \n",
       "2317752         5784.525     5784.525                  43.0   1.000000   \n",
       "3334492         2928.015     2928.015                  18.0   1.000000   \n",
       "415107          2226.105     2226.105                  28.0   1.000000   \n",
       "5948872         3378.825     3378.825                  12.0   1.000000   \n",
       "4864393         4080.420     4080.420                   9.0   1.000000   \n",
       "8185063        22360.770    22360.770                  10.0   1.000000   \n",
       "10037037        1623.330     1623.330                  24.0   1.000000   \n",
       "1706035         5354.460     5354.460                  16.0   1.000000   \n",
       "6814297         6912.945     6912.945                  21.0   1.000000   \n",
       "2873732         2606.220     2470.500                  -1.0   0.947925   \n",
       "1885359         5635.890     5635.890                   0.0   1.000000   \n",
       "1879948         2849.445     2849.445                  37.0   1.000000   \n",
       "4197256        16017.615    16017.615                 -17.0   1.000000   \n",
       "13138398        5681.970     5681.970                   0.0   1.000000   \n",
       "9839315         3019.185     3019.185                   8.0   1.000000   \n",
       "1704048         4537.305     4537.305                  35.0   1.000000   \n",
       "4428347         4439.205     4383.180                  -1.0   0.987379   \n",
       "12986116        7693.695     7685.685                  -3.0   0.998959   \n",
       "5174516        10194.210    10194.210                   0.0   1.000000   \n",
       "8556525         4165.290     4165.290                  12.0   1.000000   \n",
       "1697410        25596.810    25596.810                   0.0   1.000000   \n",
       "9757916         7214.490     7214.490                  20.0   1.000000   \n",
       "9465907         2717.595     2717.595                   5.0   1.000000   \n",
       "7683569         4488.435     4488.435                  16.0   1.000000   \n",
       "2696504         4332.420     4332.420                   0.0   1.000000   \n",
       "9994983         9490.680     9490.680                  -3.0   1.000000   \n",
       "9057177         4715.550     4715.550                   7.0   1.000000   \n",
       "11777968       12103.785    12103.785                   0.0   1.000000   \n",
       "1692794        10062.900    10062.900                   0.0   1.000000   \n",
       "7392743         8280.990     8280.990                  27.0   1.000000   \n",
       "8759875         7871.985     7871.985                   0.0   1.000000   \n",
       "1052081         6176.925     6106.500                   5.0   0.988599   \n",
       "5951054        10214.640    10214.640                  10.0   1.000000   \n",
       "11154834       10744.965    10744.965                  10.0   1.000000   \n",
       "4651051         2159.775     2073.645                 -24.0   0.960121   \n",
       "3463883        12598.110    12598.110                   7.0   1.000000   \n",
       "11461819        5550.525     5550.525                  -1.0   1.000000   \n",
       "9592892        23843.115    23843.115                   0.0   1.000000   \n",
       "9055999         2754.225     2754.225                  19.0   1.000000   \n",
       "11096905        8315.190     8315.190                   0.0   1.000000   \n",
       "6410176         2897.730     2897.730                   0.0   1.000000   \n",
       "7256172         5199.210     5199.210                  19.0   1.000000   \n",
       "5596846         2627.865     2627.865                   0.0   1.000000   \n",
       "9611420         5849.415     5849.415                   0.0   1.000000   \n",
       "13489974       20983.995    20983.995                   0.0   1.000000   \n",
       "2532730         4724.550     4708.035                  -5.0   0.996504   \n",
       "7391780         2617.875     2617.875                  21.0   1.000000   \n",
       "6821394        16591.500    16591.500                   0.0   1.000000   \n",
       "11936818       16627.500    16627.500                  -1.0   1.000000   \n",
       "2325318         3441.915     3441.915                  25.0   1.000000   \n",
       "1049395        12251.160    12251.160                   0.0   1.000000   \n",
       "9757607        13800.600    13527.900                  -1.0   0.980240   \n",
       "4432537         5085.630     5085.630                  18.0   1.000000   \n",
       "6105812         2735.550     2735.550                   1.0   1.000000   \n",
       "4959314         9044.100     9044.100                   0.0   1.000000   \n",
       "3640683         4499.550     4455.045                  19.0   0.990109   \n",
       "5821007         3423.465     3423.465                   0.0   1.000000   \n",
       "4424187        13196.160    13196.160                   0.0   1.000000   \n",
       "9192885         2819.700       27.720                 -35.0   0.009831   \n",
       "8027396         6183.900     6183.900                  -2.0   1.000000   \n",
       "9593356         4178.115     4133.610                  -8.0   0.989348   \n",
       "2614423        10057.500    10057.500                   8.0   1.000000   \n",
       "11964189        5394.960     5394.960                   0.0   1.000000   \n",
       "1394079         4867.065     4867.065                  14.0   1.000000   \n",
       "6212964         7585.740     7585.740                  -2.0   1.000000   \n",
       "2289384         8100.810     8100.810                  -1.0   1.000000   \n",
       "10001794        4907.250     4907.250                   0.0   1.000000   \n",
       "13427913        5902.155     5902.155                  16.0   1.000000   \n",
       "1394920         3191.715     3191.715                  17.0   1.000000   \n",
       "9041180        13489.650    13489.650                   6.0   1.000000   \n",
       "8181866         2926.215     2926.215                   4.0   1.000000   \n",
       "11960261        1699.335     1699.335                  10.0   1.000000   \n",
       "2763485         3119.850     3119.850                   6.0   1.000000   \n",
       "3210833         4408.425     4408.425                   5.0   1.000000   \n",
       "12860166       13247.685    13247.685                  12.0   1.000000   \n",
       "11006421        6365.475     6365.475                   3.0   1.000000   \n",
       "7110134         9114.750     9114.750                  22.0   1.000000   \n",
       "9164218         6619.770     6619.770                   7.0   1.000000   \n",
       "5771778         2454.435     2453.130                  -1.0   0.999468   \n",
       "11312066        4544.280        4.950                 -10.0   0.001089   \n",
       "10375634        3055.500     3055.500                  -2.0   1.000000   \n",
       "13540802        8405.145     8405.145                  14.0   1.000000   \n",
       "10500785        7823.700     7823.700                  13.0   1.000000   \n",
       "1726648         5213.880     5213.880                   0.0   1.000000   \n",
       "3839499         3761.460     3761.460                  -2.0   1.000000   \n",
       "...                  ...          ...                   ...        ...   \n",
       "11682907        9730.350     9730.350                   1.0   1.000000   \n",
       "13123221       43440.030    43440.030                   3.0   1.000000   \n",
       "6023630        31920.840    31920.840                   2.0   1.000000   \n",
       "5673280         8869.005     8869.005                  19.0   1.000000   \n",
       "4932540        16394.175    16394.175                  20.0   1.000000   \n",
       "5204812        25992.540    25992.540                  16.0   1.000000   \n",
       "4436305        13529.430    13529.430                   0.0   1.000000   \n",
       "1364208        28311.390      508.770                  30.0   0.017971   \n",
       "1697344        28311.390    27802.620                 -20.0   0.982029   \n",
       "1358046        22101.660    22101.660                   7.0   1.000000   \n",
       "6213367        22236.840    22236.840                  22.0   1.000000   \n",
       "11887326       28016.100    28016.100                   7.0   1.000000   \n",
       "5538273        31419.855    31419.855                  27.0   1.000000   \n",
       "4852917         4796.280     4796.280                  15.0   1.000000   \n",
       "3352968         6876.270     6391.980                  -5.0   0.929571   \n",
       "2843569         6876.270      484.290                  10.0   0.070429   \n",
       "11966835        9730.350     9730.350                   1.0   1.000000   \n",
       "4531225        20208.060    20208.060                  19.0   1.000000   \n",
       "3557471         1390.140     1390.140                  -1.0   1.000000   \n",
       "7303404         8869.005     8869.005                  19.0   1.000000   \n",
       "6335317        31920.840    31920.840                   5.0   1.000000   \n",
       "4394957        25992.540    25992.540                  15.0   1.000000   \n",
       "4716873        16394.175    16394.175                  22.0   1.000000   \n",
       "1595985         5615.325     5615.325                   5.0   1.000000   \n",
       "5559874        13529.430    13529.430                   0.0   1.000000   \n",
       "7576870         5333.130     5333.130                  12.0   1.000000   \n",
       "782937        259228.080   259228.080                  10.0   1.000000   \n",
       "221875         22101.660    22101.660                   7.0   1.000000   \n",
       "5540932        22236.840    22236.840                  17.0   1.000000   \n",
       "12410339       28016.100    28016.100                   6.0   1.000000   \n",
       "7261690        31419.855    31419.855                  26.0   1.000000   \n",
       "1260395         6876.270     6876.270                   8.0   1.000000   \n",
       "13233656        9725.940     9691.740                  -3.0   0.996484   \n",
       "13270585        9725.940       34.200                  31.0   0.003516   \n",
       "5623135        31920.840    31920.840                   6.0   1.000000   \n",
       "6641774         8869.005     8869.005                  13.0   1.000000   \n",
       "5282763        25992.540    25992.540                  16.0   1.000000   \n",
       "4107127        16390.800    16390.800                  26.0   1.000000   \n",
       "3234558         5615.325     5615.325                  15.0   1.000000   \n",
       "7203174        13529.430    13529.430                   1.0   1.000000   \n",
       "5219219         5333.130     5333.130                   6.0   1.000000   \n",
       "742827         22101.660    45000.000                   0.0   2.036046   \n",
       "742826         22898.340    45000.000                   0.0   1.965208   \n",
       "7454064        22236.840    22236.840                  19.0   1.000000   \n",
       "13109353       28016.100    28016.100                   6.0   1.000000   \n",
       "5510247       190640.250   190640.250                  15.0   1.000000   \n",
       "864689         24786.450    24786.450                   6.0   1.000000   \n",
       "3748625        11123.730    18000.000                   9.0   1.618162   \n",
       "3748624         6876.270    18000.000                   9.0   2.617698   \n",
       "3809868         8869.005     8869.005                  12.0   1.000000   \n",
       "5245292        31920.840    31920.840                   5.0   1.000000   \n",
       "7039275        25992.540    25992.540                  16.0   1.000000   \n",
       "3205370         5615.325     5615.325                  19.0   1.000000   \n",
       "5952073        13529.430    13529.430                   5.0   1.000000   \n",
       "4117376         5333.130     5333.130                   8.0   1.000000   \n",
       "5515679        22236.840    22236.840                  22.0   1.000000   \n",
       "1755254        17883.180    17883.180                  30.0   1.000000   \n",
       "7578459         4201.470     4201.470                   4.0   1.000000   \n",
       "11787148       28641.330    28641.330                  19.0   1.000000   \n",
       "12769518       28016.100    28016.100                   7.0   1.000000   \n",
       "1226655        24786.450    24786.450                   4.0   1.000000   \n",
       "1303419         4959.450     4959.450                  39.0   1.000000   \n",
       "5979800         8869.005     8869.005                  13.0   1.000000   \n",
       "5643550        31920.840    31920.840                   6.0   1.000000   \n",
       "6571414        25992.540    25992.540                  18.0   1.000000   \n",
       "431049          5615.325     5615.325                  20.0   1.000000   \n",
       "5851879        13529.430    13529.430                   1.0   1.000000   \n",
       "6077963         5331.825     5331.825                  21.0   1.000000   \n",
       "1885518        84500.370    84500.370                   6.0   1.000000   \n",
       "4436105        22236.840    22236.840                  14.0   1.000000   \n",
       "7598712        40187.565    40187.565                  20.0   1.000000   \n",
       "11896026       28641.330    28641.330                  34.0   1.000000   \n",
       "13403450       28016.100    28016.100                   0.0   1.000000   \n",
       "1071752        23743.035    23743.035                   6.0   1.000000   \n",
       "2313934         4959.450     4959.450                  12.0   1.000000   \n",
       "6532838        31920.840    31920.840                   7.0   1.000000   \n",
       "4805485         8869.005     8869.005                  14.0   1.000000   \n",
       "9178448         6588.360     6588.360                  28.0   1.000000   \n",
       "4904947        25992.540    25992.540                  15.0   1.000000   \n",
       "2740153         5615.325     5615.325                  22.0   1.000000   \n",
       "2728976         3406.680     3406.680                  39.0   1.000000   \n",
       "7547279        13529.430    13529.430                   2.0   1.000000   \n",
       "4308234        22236.840    22236.840                  12.0   1.000000   \n",
       "12270432       28641.330    28641.330                  10.0   1.000000   \n",
       "11784787       28016.100    28016.100                   2.0   1.000000   \n",
       "9508291         2863.935     2863.935                  45.0   1.000000   \n",
       "13102135       15519.330    15519.330                   0.0   1.000000   \n",
       "9598854         2874.465     2865.015                  -3.0   0.996712   \n",
       "9091518         2874.465        9.450                  29.0   0.003288   \n",
       "12842           4959.450     4959.450                  13.0   1.000000   \n",
       "8012755         6588.360     6268.275                  -4.0   0.951417   \n",
       "5101773        31920.840    31920.840                   4.0   1.000000   \n",
       "9968597         6588.360      320.085                  58.0   0.048583   \n",
       "6031990         8850.510     8850.510                   8.0   1.000000   \n",
       "1966490         5060.475     5060.475                   3.0   1.000000   \n",
       "6780162        25992.540    25992.540                  16.0   1.000000   \n",
       "1284307         5615.325     5221.755                  23.0   0.929911   \n",
       "870435          4287.015     7693.695                  38.0   1.794651   \n",
       "870436          3406.680     7693.695                  38.0   2.258414   \n",
       "7440695        13529.430    13529.430                   0.0   1.000000   \n",
       "\n",
       "          amt_delta  days_weighted_delay  days_weighted_delay_tsw3  \n",
       "5428495       0.000             0.000000                  0.000000  \n",
       "1416802       0.000             0.000000                  0.000000  \n",
       "6817119       0.000             8.000000                  0.968000  \n",
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       "10446504      0.000            10.000000                  1.204000  \n",
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       "\n",
       "[162817 rows x 13 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ins[ins.SK_ID_PREV.isin(pids_only_pos)].sort_values(['DAYS_INSTALMENT'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>SK_ID_PREV</th>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [SK_ID_PREV, SK_ID_CURR, NAME_CONTRACT_TYPE, AMT_ANNUITY, AMT_APPLICATION, AMT_CREDIT, AMT_DOWN_PAYMENT, AMT_GOODS_PRICE, WEEKDAY_APPR_PROCESS_START, HOUR_APPR_PROCESS_START, FLAG_LAST_APPL_PER_CONTRACT, NFLAG_LAST_APPL_IN_DAY, RATE_DOWN_PAYMENT, RATE_INTEREST_PRIMARY, RATE_INTEREST_PRIVILEGED, NAME_CASH_LOAN_PURPOSE, NAME_CONTRACT_STATUS, DAYS_DECISION, NAME_PAYMENT_TYPE, CODE_REJECT_REASON, NAME_TYPE_SUITE, NAME_CLIENT_TYPE, NAME_GOODS_CATEGORY, NAME_PORTFOLIO, NAME_PRODUCT_TYPE, CHANNEL_TYPE, SELLERPLACE_AREA, NAME_SELLER_INDUSTRY, CNT_PAYMENT, NAME_YIELD_GROUP, PRODUCT_COMBINATION, DAYS_FIRST_DRAWING, DAYS_FIRST_DUE, DAYS_LAST_DUE_1ST_VERSION, DAYS_LAST_DUE, DAYS_TERMINATION, NFLAG_INSURED_ON_APPROVAL, days_fdue-m-fdrw, days_ldue1-m-fdrw, days_ldue-m-fdrw, days_trm-m-fdrw, days_ldue1-m-fdue, days_ldue-m-fdue, days_trm-m-fdue, days_ldue-m-ldue1, days_trm-m-ldue1, days_trm-m-ldue, total_debt, AMT_CREDIT-dby-total_debt, AMT_GOODS_PRICE-dby-total_debt, cnt_paid, cnt_paid_ratio, cnt_unpaid, amt_paid, amt_unpaid, active, completed, amt_future_payment_1m, amt_future_payment_2m, amt_future_payment_3m, amt_future_payment_4m, amt_future_payment_5m, amt_future_payment_6m, amt_future_payment_7m, amt_future_payment_8m, amt_future_payment_9m, amt_future_payment_10m, amt_future_payment_11m, amt_future_payment_12m, amt_future_payment_13m, amt_future_payment_14m, amt_future_payment_15m, amt_future_payment_16m, amt_future_payment_17m, amt_future_payment_18m, amt_future_payment_19m, amt_future_payment_20m, amt_future_payment_21m, amt_future_payment_22m, amt_future_payment_23m, amt_future_payment_24m, amt_future_payment_25m, amt_future_payment_26m, amt_future_payment_27m, amt_future_payment_28m, amt_future_payment_29m, amt_future_payment_30m, amt_future_payment_31m, amt_future_payment_32m, amt_future_payment_33m, amt_future_payment_34m, amt_future_payment_35m, amt_future_payment_36m, amt_future_payment_37m, amt_future_payment_38m, amt_future_payment_39m, amt_future_payment_40m, amt_future_payment_41m, amt_future_payment_42m, amt_future_payment_43m, ...]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 209 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prev[prev.SK_ID_PREV ==1480946]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:03<00:00,  5.57it/s]\n"
     ]
    }
   ],
   "source": [
    "train = utils.load_train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:00<00:00, 22.94it/s]\n"
     ]
    }
   ],
   "source": [
    "test = utils.load_test()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>...</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_ANNUITY-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_CREDIT</th>\n",
       "      <th>AMT_GOODS_PRICE-m-AMT_CREDIT</th>\n",
       "      <th>AMT_GOODS_PRICE-m-AMT_CREDIT-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>age</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_ANNUITY-p-age</th>\n",
       "      <th>DAYS_EMPLOYED-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_REGISTRATION-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_REGISTRATION-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_ID_PUBLISH</th>\n",
       "      <th>cnt_adults</th>\n",
       "      <th>AMT_INCOME_TOTAL-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_CREDIT-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_ANNUITY-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_GOODS_PRICE-by-CNT_CHILDREN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12419</th>\n",
       "      <td>114474</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>314100.0</td>\n",
       "      <td>14683.5</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Working</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.010556</td>\n",
       "      <td>-15916</td>\n",
       "      <td>-870.0</td>\n",
       "      <td>-230.0</td>\n",
       "      <td>-1631</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>MONDAY</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Business Entity Type 2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.297879</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.1165</td>\n",
       "      <td>0.1317</td>\n",
       "      <td>0.9806</td>\n",
       "      <td>0.7348</td>\n",
       "      <td>0.0605</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.997143</td>\n",
       "      <td>0.046614</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>21.391358</td>\n",
       "      <td>15.323322</td>\n",
       "      <td>0.716332</td>\n",
       "      <td>-89100.0</td>\n",
       "      <td>-0.282857</td>\n",
       "      <td>43.605479</td>\n",
       "      <td>64.996837</td>\n",
       "      <td>15046.0</td>\n",
       "      <td>15686.0</td>\n",
       "      <td>14285</td>\n",
       "      <td>15874.0</td>\n",
       "      <td>640.0</td>\n",
       "      <td>-761.0</td>\n",
       "      <td>828.0</td>\n",
       "      <td>-1401.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>1589.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 147 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SK_ID_CURR  TARGET NAME_CONTRACT_TYPE  CODE_GENDER  FLAG_OWN_CAR  \\\n",
       "12419      114474       0         Cash loans            1             1   \n",
       "\n",
       "       FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  \\\n",
       "12419                1           NaN          315000.0    314100.0   \n",
       "\n",
       "       AMT_ANNUITY  AMT_GOODS_PRICE NAME_TYPE_SUITE NAME_INCOME_TYPE  \\\n",
       "12419      14683.5         225000.0   Unaccompanied          Working   \n",
       "\n",
       "                 NAME_EDUCATION_TYPE NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "12419  Secondary / secondary special            Married  House / apartment   \n",
       "\n",
       "       REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "12419                    0.010556      -15916         -870.0   \n",
       "\n",
       "       DAYS_REGISTRATION  DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  \\\n",
       "12419             -230.0            -1631         14.0           1   \n",
       "\n",
       "       FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  FLAG_PHONE  \\\n",
       "12419               1                0                 1           1   \n",
       "\n",
       "       FLAG_EMAIL OCCUPATION_TYPE  CNT_FAM_MEMBERS  REGION_RATING_CLIENT  \\\n",
       "12419           0             NaN              2.0                     3   \n",
       "\n",
       "       REGION_RATING_CLIENT_W_CITY WEEKDAY_APPR_PROCESS_START  \\\n",
       "12419                            3                     MONDAY   \n",
       "\n",
       "       HOUR_APPR_PROCESS_START  REG_REGION_NOT_LIVE_REGION  \\\n",
       "12419                       11                           0   \n",
       "\n",
       "       REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "12419                           0                            0   \n",
       "\n",
       "       REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  \\\n",
       "12419                       1                       1   \n",
       "\n",
       "       LIVE_CITY_NOT_WORK_CITY       ORGANIZATION_TYPE  EXT_SOURCE_1  \\\n",
       "12419                        0  Business Entity Type 2           NaN   \n",
       "\n",
       "       EXT_SOURCE_2  EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "12419      0.297879           NaN          0.1165            0.1317   \n",
       "\n",
       "       YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "12419                       0.9806           0.7348          0.0605   \n",
       "\n",
       "                    ...                 FLAG_DOCUMENT_4  FLAG_DOCUMENT_5  \\\n",
       "12419               ...                               0                0   \n",
       "\n",
       "       FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  FLAG_DOCUMENT_9  \\\n",
       "12419                0                0                0                0   \n",
       "\n",
       "       FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  FLAG_DOCUMENT_13  \\\n",
       "12419                 0                 0                 0                 0   \n",
       "\n",
       "       FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  FLAG_DOCUMENT_17  \\\n",
       "12419                 0                 0                 0                 0   \n",
       "\n",
       "       FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  FLAG_DOCUMENT_21  \\\n",
       "12419                 1                 0                 0                 0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_HOUR  AMT_REQ_CREDIT_BUREAU_DAY  \\\n",
       "12419                         0.0                        0.0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\n",
       "12419                         0.0                        0.0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  \\\n",
       "12419                        1.0                         0.0   \n",
       "\n",
       "       AMT_CREDIT-dby-AMT_INCOME_TOTAL  AMT_ANNUITY-dby-AMT_INCOME_TOTAL  \\\n",
       "12419                         0.997143                          0.046614   \n",
       "\n",
       "       AMT_GOODS_PRICE-dby-AMT_INCOME_TOTAL  AMT_CREDIT-dby-AMT_ANNUITY  \\\n",
       "12419                              0.714286                   21.391358   \n",
       "\n",
       "       AMT_GOODS_PRICE-dby-AMT_ANNUITY  AMT_GOODS_PRICE-dby-AMT_CREDIT  \\\n",
       "12419                        15.323322                        0.716332   \n",
       "\n",
       "       AMT_GOODS_PRICE-m-AMT_CREDIT  \\\n",
       "12419                      -89100.0   \n",
       "\n",
       "       AMT_GOODS_PRICE-m-AMT_CREDIT-dby-AMT_INCOME_TOTAL        age  \\\n",
       "12419                                          -0.282857  43.605479   \n",
       "\n",
       "       AMT_CREDIT-dby-AMT_ANNUITY-p-age  DAYS_EMPLOYED-m-DAYS_BIRTH  \\\n",
       "12419                         64.996837                     15046.0   \n",
       "\n",
       "       DAYS_REGISTRATION-m-DAYS_BIRTH  DAYS_ID_PUBLISH-m-DAYS_BIRTH  \\\n",
       "12419                         15686.0                         14285   \n",
       "\n",
       "      DAYS_LAST_PHONE_CHANGE-m-DAYS_BIRTH DAYS_REGISTRATION-m-DAYS_EMPLOYED  \\\n",
       "12419                             15874.0                             640.0   \n",
       "\n",
       "       DAYS_ID_PUBLISH-m-DAYS_EMPLOYED DAYS_LAST_PHONE_CHANGE-m-DAYS_EMPLOYED  \\\n",
       "12419                           -761.0                                  828.0   \n",
       "\n",
       "       DAYS_ID_PUBLISH-m-DAYS_REGISTRATION  \\\n",
       "12419                              -1401.0   \n",
       "\n",
       "       DAYS_LAST_PHONE_CHANGE-m-DAYS_REGISTRATION  \\\n",
       "12419                                       188.0   \n",
       "\n",
       "       DAYS_LAST_PHONE_CHANGE-m-DAYS_ID_PUBLISH  cnt_adults  \\\n",
       "12419                                    1589.0         2.0   \n",
       "\n",
       "       AMT_INCOME_TOTAL-by-CNT_CHILDREN  AMT_CREDIT-by-CNT_CHILDREN  \\\n",
       "12419                               NaN                         NaN   \n",
       "\n",
       "       AMT_ANNUITY-by-CNT_CHILDREN  AMT_GOODS_PRICE-by-CNT_CHILDREN  \n",
       "12419                          NaN                              NaN  \n",
       "\n",
       "[1 rows x 147 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[train.SK_ID_CURR ==114474]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SK_ID_CURR</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE</th>\n",
       "      <th>NAME_TYPE_SUITE</th>\n",
       "      <th>NAME_INCOME_TYPE</th>\n",
       "      <th>NAME_EDUCATION_TYPE</th>\n",
       "      <th>NAME_FAMILY_STATUS</th>\n",
       "      <th>NAME_HOUSING_TYPE</th>\n",
       "      <th>REGION_POPULATION_RELATIVE</th>\n",
       "      <th>DAYS_BIRTH</th>\n",
       "      <th>DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_ID_PUBLISH</th>\n",
       "      <th>OWN_CAR_AGE</th>\n",
       "      <th>FLAG_MOBIL</th>\n",
       "      <th>FLAG_EMP_PHONE</th>\n",
       "      <th>FLAG_WORK_PHONE</th>\n",
       "      <th>FLAG_CONT_MOBILE</th>\n",
       "      <th>FLAG_PHONE</th>\n",
       "      <th>FLAG_EMAIL</th>\n",
       "      <th>OCCUPATION_TYPE</th>\n",
       "      <th>CNT_FAM_MEMBERS</th>\n",
       "      <th>REGION_RATING_CLIENT</th>\n",
       "      <th>REGION_RATING_CLIENT_W_CITY</th>\n",
       "      <th>WEEKDAY_APPR_PROCESS_START</th>\n",
       "      <th>HOUR_APPR_PROCESS_START</th>\n",
       "      <th>REG_REGION_NOT_LIVE_REGION</th>\n",
       "      <th>REG_REGION_NOT_WORK_REGION</th>\n",
       "      <th>LIVE_REGION_NOT_WORK_REGION</th>\n",
       "      <th>REG_CITY_NOT_LIVE_CITY</th>\n",
       "      <th>REG_CITY_NOT_WORK_CITY</th>\n",
       "      <th>LIVE_CITY_NOT_WORK_CITY</th>\n",
       "      <th>ORGANIZATION_TYPE</th>\n",
       "      <th>EXT_SOURCE_1</th>\n",
       "      <th>EXT_SOURCE_2</th>\n",
       "      <th>EXT_SOURCE_3</th>\n",
       "      <th>APARTMENTS_AVG</th>\n",
       "      <th>BASEMENTAREA_AVG</th>\n",
       "      <th>YEARS_BEGINEXPLUATATION_AVG</th>\n",
       "      <th>YEARS_BUILD_AVG</th>\n",
       "      <th>COMMONAREA_AVG</th>\n",
       "      <th>ELEVATORS_AVG</th>\n",
       "      <th>...</th>\n",
       "      <th>FLAG_DOCUMENT_4</th>\n",
       "      <th>FLAG_DOCUMENT_5</th>\n",
       "      <th>FLAG_DOCUMENT_6</th>\n",
       "      <th>FLAG_DOCUMENT_7</th>\n",
       "      <th>FLAG_DOCUMENT_8</th>\n",
       "      <th>FLAG_DOCUMENT_9</th>\n",
       "      <th>FLAG_DOCUMENT_10</th>\n",
       "      <th>FLAG_DOCUMENT_11</th>\n",
       "      <th>FLAG_DOCUMENT_12</th>\n",
       "      <th>FLAG_DOCUMENT_13</th>\n",
       "      <th>FLAG_DOCUMENT_14</th>\n",
       "      <th>FLAG_DOCUMENT_15</th>\n",
       "      <th>FLAG_DOCUMENT_16</th>\n",
       "      <th>FLAG_DOCUMENT_17</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_ANNUITY-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_ANNUITY</th>\n",
       "      <th>AMT_GOODS_PRICE-dby-AMT_CREDIT</th>\n",
       "      <th>AMT_GOODS_PRICE-m-AMT_CREDIT</th>\n",
       "      <th>AMT_GOODS_PRICE-m-AMT_CREDIT-dby-AMT_INCOME_TOTAL</th>\n",
       "      <th>age</th>\n",
       "      <th>AMT_CREDIT-dby-AMT_ANNUITY-p-age</th>\n",
       "      <th>DAYS_EMPLOYED-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_REGISTRATION-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_BIRTH</th>\n",
       "      <th>DAYS_REGISTRATION-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_EMPLOYED</th>\n",
       "      <th>DAYS_ID_PUBLISH-m-DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_REGISTRATION</th>\n",
       "      <th>DAYS_LAST_PHONE_CHANGE-m-DAYS_ID_PUBLISH</th>\n",
       "      <th>cnt_adults</th>\n",
       "      <th>AMT_INCOME_TOTAL-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_CREDIT-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_ANNUITY-by-CNT_CHILDREN</th>\n",
       "      <th>AMT_GOODS_PRICE-by-CNT_CHILDREN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14492</th>\n",
       "      <td>204445</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>114430.5</td>\n",
       "      <td>12451.5</td>\n",
       "      <td>103500.0</td>\n",
       "      <td>Unaccompanied</td>\n",
       "      <td>Commercial associate</td>\n",
       "      <td>Secondary / secondary special</td>\n",
       "      <td>Single / not married</td>\n",
       "      <td>House / apartment</td>\n",
       "      <td>0.019101</td>\n",
       "      <td>-18653</td>\n",
       "      <td>-832.0</td>\n",
       "      <td>-6350.0</td>\n",
       "      <td>-2207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>THURSDAY</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Services</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.792898</td>\n",
       "      <td>0.657784</td>\n",
       "      <td>0.1619</td>\n",
       "      <td>0.1211</td>\n",
       "      <td>0.9841</td>\n",
       "      <td>0.7824</td>\n",
       "      <td>0.0272</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.635725</td>\n",
       "      <td>0.069175</td>\n",
       "      <td>0.575</td>\n",
       "      <td>9.190098</td>\n",
       "      <td>8.312252</td>\n",
       "      <td>0.904479</td>\n",
       "      <td>-10930.5</td>\n",
       "      <td>-0.060725</td>\n",
       "      <td>51.10411</td>\n",
       "      <td>60.294207</td>\n",
       "      <td>17821.0</td>\n",
       "      <td>12303.0</td>\n",
       "      <td>16446</td>\n",
       "      <td>16107.0</td>\n",
       "      <td>-5518.0</td>\n",
       "      <td>-1375.0</td>\n",
       "      <td>-1714.0</td>\n",
       "      <td>4143.0</td>\n",
       "      <td>3804.0</td>\n",
       "      <td>-339.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>114430.5</td>\n",
       "      <td>12451.5</td>\n",
       "      <td>103500.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 146 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SK_ID_CURR NAME_CONTRACT_TYPE  CODE_GENDER  FLAG_OWN_CAR  \\\n",
       "14492      204445         Cash loans            0             0   \n",
       "\n",
       "       FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  \\\n",
       "14492                1           1.0          180000.0    114430.5   \n",
       "\n",
       "       AMT_ANNUITY  AMT_GOODS_PRICE NAME_TYPE_SUITE      NAME_INCOME_TYPE  \\\n",
       "14492      12451.5         103500.0   Unaccompanied  Commercial associate   \n",
       "\n",
       "                 NAME_EDUCATION_TYPE    NAME_FAMILY_STATUS  NAME_HOUSING_TYPE  \\\n",
       "14492  Secondary / secondary special  Single / not married  House / apartment   \n",
       "\n",
       "       REGION_POPULATION_RELATIVE  DAYS_BIRTH  DAYS_EMPLOYED  \\\n",
       "14492                    0.019101      -18653         -832.0   \n",
       "\n",
       "       DAYS_REGISTRATION  DAYS_ID_PUBLISH  OWN_CAR_AGE  FLAG_MOBIL  \\\n",
       "14492            -6350.0            -2207          NaN           1   \n",
       "\n",
       "       FLAG_EMP_PHONE  FLAG_WORK_PHONE  FLAG_CONT_MOBILE  FLAG_PHONE  \\\n",
       "14492               1                0                 1           0   \n",
       "\n",
       "       FLAG_EMAIL OCCUPATION_TYPE  CNT_FAM_MEMBERS  REGION_RATING_CLIENT  \\\n",
       "14492           0             NaN              2.0                     2   \n",
       "\n",
       "       REGION_RATING_CLIENT_W_CITY WEEKDAY_APPR_PROCESS_START  \\\n",
       "14492                            2                   THURSDAY   \n",
       "\n",
       "       HOUR_APPR_PROCESS_START  REG_REGION_NOT_LIVE_REGION  \\\n",
       "14492                       10                           0   \n",
       "\n",
       "       REG_REGION_NOT_WORK_REGION  LIVE_REGION_NOT_WORK_REGION  \\\n",
       "14492                           0                            0   \n",
       "\n",
       "       REG_CITY_NOT_LIVE_CITY  REG_CITY_NOT_WORK_CITY  \\\n",
       "14492                       0                       0   \n",
       "\n",
       "       LIVE_CITY_NOT_WORK_CITY ORGANIZATION_TYPE  EXT_SOURCE_1  EXT_SOURCE_2  \\\n",
       "14492                        0          Services           NaN      0.792898   \n",
       "\n",
       "       EXT_SOURCE_3  APARTMENTS_AVG  BASEMENTAREA_AVG  \\\n",
       "14492      0.657784          0.1619            0.1211   \n",
       "\n",
       "       YEARS_BEGINEXPLUATATION_AVG  YEARS_BUILD_AVG  COMMONAREA_AVG  \\\n",
       "14492                       0.9841           0.7824          0.0272   \n",
       "\n",
       "       ELEVATORS_AVG               ...                 FLAG_DOCUMENT_4  \\\n",
       "14492            0.0               ...                               0   \n",
       "\n",
       "       FLAG_DOCUMENT_5  FLAG_DOCUMENT_6  FLAG_DOCUMENT_7  FLAG_DOCUMENT_8  \\\n",
       "14492                0                0                0                0   \n",
       "\n",
       "       FLAG_DOCUMENT_9  FLAG_DOCUMENT_10  FLAG_DOCUMENT_11  FLAG_DOCUMENT_12  \\\n",
       "14492                0                 0                 0                 0   \n",
       "\n",
       "       FLAG_DOCUMENT_13  FLAG_DOCUMENT_14  FLAG_DOCUMENT_15  FLAG_DOCUMENT_16  \\\n",
       "14492                 0                 0                 0                 0   \n",
       "\n",
       "       FLAG_DOCUMENT_17  FLAG_DOCUMENT_18  FLAG_DOCUMENT_19  FLAG_DOCUMENT_20  \\\n",
       "14492                 0                 0                 0                 0   \n",
       "\n",
       "       FLAG_DOCUMENT_21  AMT_REQ_CREDIT_BUREAU_HOUR  \\\n",
       "14492                 0                         0.0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_DAY  AMT_REQ_CREDIT_BUREAU_WEEK  \\\n",
       "14492                        0.0                         0.0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_MON  AMT_REQ_CREDIT_BUREAU_QRT  \\\n",
       "14492                        0.0                        0.0   \n",
       "\n",
       "       AMT_REQ_CREDIT_BUREAU_YEAR  AMT_CREDIT-dby-AMT_INCOME_TOTAL  \\\n",
       "14492                         8.0                         0.635725   \n",
       "\n",
       "       AMT_ANNUITY-dby-AMT_INCOME_TOTAL  AMT_GOODS_PRICE-dby-AMT_INCOME_TOTAL  \\\n",
       "14492                          0.069175                                 0.575   \n",
       "\n",
       "       AMT_CREDIT-dby-AMT_ANNUITY  AMT_GOODS_PRICE-dby-AMT_ANNUITY  \\\n",
       "14492                    9.190098                         8.312252   \n",
       "\n",
       "       AMT_GOODS_PRICE-dby-AMT_CREDIT  AMT_GOODS_PRICE-m-AMT_CREDIT  \\\n",
       "14492                        0.904479                      -10930.5   \n",
       "\n",
       "       AMT_GOODS_PRICE-m-AMT_CREDIT-dby-AMT_INCOME_TOTAL       age  \\\n",
       "14492                                          -0.060725  51.10411   \n",
       "\n",
       "       AMT_CREDIT-dby-AMT_ANNUITY-p-age  DAYS_EMPLOYED-m-DAYS_BIRTH  \\\n",
       "14492                         60.294207                     17821.0   \n",
       "\n",
       "       DAYS_REGISTRATION-m-DAYS_BIRTH DAYS_ID_PUBLISH-m-DAYS_BIRTH  \\\n",
       "14492                         12303.0                        16446   \n",
       "\n",
       "      DAYS_LAST_PHONE_CHANGE-m-DAYS_BIRTH  DAYS_REGISTRATION-m-DAYS_EMPLOYED  \\\n",
       "14492                             16107.0                            -5518.0   \n",
       "\n",
       "      DAYS_ID_PUBLISH-m-DAYS_EMPLOYED  DAYS_LAST_PHONE_CHANGE-m-DAYS_EMPLOYED  \\\n",
       "14492                         -1375.0                                 -1714.0   \n",
       "\n",
       "       DAYS_ID_PUBLISH-m-DAYS_REGISTRATION  \\\n",
       "14492                               4143.0   \n",
       "\n",
       "       DAYS_LAST_PHONE_CHANGE-m-DAYS_REGISTRATION  \\\n",
       "14492                                      3804.0   \n",
       "\n",
       "       DAYS_LAST_PHONE_CHANGE-m-DAYS_ID_PUBLISH  cnt_adults  \\\n",
       "14492                                    -339.0         1.0   \n",
       "\n",
       "       AMT_INCOME_TOTAL-by-CNT_CHILDREN  AMT_CREDIT-by-CNT_CHILDREN  \\\n",
       "14492                          180000.0                    114430.5   \n",
       "\n",
       "       AMT_ANNUITY-by-CNT_CHILDREN  AMT_GOODS_PRICE-by-CNT_CHILDREN  \n",
       "14492                      12451.5                         103500.0  \n",
       "\n",
       "[1 rows x 146 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test[test.SK_ID_CURR ==204445]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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